fix-tests-cleanup

Former-commit-id: 3cc0d40fa3

.dockerignore

@@ -0,0 +1,26 @@
+# Exclude large model files from Docker build
+models/
+*.weights
+
+# Exclude build artifacts
+target/
+*.class
+*.jar
+
+# Exclude version control
+.git/
+.gitignore
+
+# Exclude IDE files
+.idea/
+*.iml
+.vscode/
+
+# Exclude data files
+images/
+*.db
+*.db-journal
+
+# Exclude docs
+README.md
+*.md

.github/workflows/__deploy.old

@@ -0,0 +1,42 @@
+name: Build and Deploy
+
+on:
+  push:
+    branches: ["main"]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up Java
+        uses: actions/setup-java@v4
+        with:
+          distribution: 'temurin'
+          java-version: '21'
+
+      - name: Build
+        run: mvn -B clean package
+
+      - name: Upload to JFrog
+        run: |
+          curl -u "${{ secrets.JFROG_USER }}:${{ secrets.JFROG_PASS }}" \
+               -T target/*.jar \
+               "http://JFROG-SERVER/artifactory/myrepo/app-latest.jar"
+
+  deploy:
+    needs: build
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Trigger remote deploy script
+        uses: appleboy/ssh-action@v0.1.7
+        with:
+          host: ${{ secrets.SERVER_IP }}
+          username: ${{ secrets.SERVER_USER }}
+          key: ${{ secrets.SERVER_SSH_KEY }}
+          script: |
+            /opt/myapp/update.sh

.github/workflows/_oldbuild.nothing

@@ -0,0 +1,50 @@
+name: Build and Deploy Auction App
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build_and_deploy:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Install Maven
+        run: |
+          apt update
+          apt install -y maven
+
+      - name: Set up Java 17
+        uses: actions/setup-java@v4
+        with:
+          distribution: temurin
+          java-version: 17
+
+      - name: Build with Maven
+        run: mvn -B clean package
+
+      - name: Copy jar to server (no tar)
+        uses: appleboy/scp-action@v0.1.7
+        with:
+          host: ${{ secrets.SERVER_IP }}
+          username: ${{ secrets.SERVER_USER }}
+          key: ${{ secrets.SERVER_SSH_KEY }}
+          source: "target/*.jar"
+          target: "/opt/auction/"
+          overwrite: true
+          strip_components: 1  # Strips the 'target/' directory
+          timeout: 60s
+
+      - name: Restart service
+        uses: appleboy/ssh-action@v0.1.7
+        with:
+          host: ${{ secrets.SERVER_IP }}
+          username: ${{ secrets.SERVER_USER }}
+          key: ${{ secrets.SERVER_SSH_KEY }}
+          script: |
+            systemctl restart auction
+            echo "Deploy complete"

.gitignore

@@ -26,5 +26,9 @@ bin/
 ### VS Code ###
 .vscode/
 
-### Mac OS ###
-.DS_Store
+### MacOS ###
+.DS_Store
+
+NUL
+target/
+.idea/

.idea/.gitignore

@@ -1,8 +0,0 @@
-# Default ignored files
-/shelf/
-/workspace.xml
-# Editor-based HTTP Client requests
-/httpRequests/
-# Datasource local storage ignored files
-/dataSources/
-/dataSources.local.xml

.idea/codeStyles/codeStyleConfig.xml

@@ -1,5 +0,0 @@
-<component name="ProjectCodeStyleConfiguration">
-  <state>
-    <option name="PREFERRED_PROJECT_CODE_STYLE" value="Default copy" />
-  </state>
-</component>

.idea/compiler.xml

@@ -1,13 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="CompilerConfiguration">
-    <annotationProcessing>
-      <profile name="Maven default annotation processors profile" enabled="true">
-        <sourceOutputDir name="target/generated-sources/annotations" />
-        <sourceTestOutputDir name="target/generated-test-sources/test-annotations" />
-        <outputRelativeToContentRoot value="true" />
-        <module name="troostwijk-scraper" />
-      </profile>
-    </annotationProcessing>
-  </component>
-</project>

.idea/encodings.xml

@@ -1,7 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="Encoding">
-    <file url="file://$PROJECT_DIR$/src/main/java" charset="UTF-8" />
-    <file url="file://$PROJECT_DIR$/src/main/resources" charset="UTF-8" />
-  </component>
-</project>

.idea/inspectionProfiles/Project_Default.xml

@@ -1,621 +0,0 @@
-<component name="InspectionProjectProfileManager">
-  <profile version="1.0">
-    <option name="myName" value="Project Default" />
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-    <inspection_tool class="AddVarianceModifier" enabled="false" level="INFORMATION" enabled_by_default="false" />
-    <inspection_tool class="ArrayInDataClass" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="BintrayPublishingPlugin" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="BooleanLiteralArgument" enabled="false" level="INFO" enabled_by_default="false" />
-    <inspection_tool class="CanBeParameter" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="CanBePrimaryConstructorProperty" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="CanBeVal" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="CanSealedSubClassBeObject" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="CascadeIf" enabled="false" level="INFO" enabled_by_default="false" />
-    <inspection_tool class="CdiAlternativeInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="CdiDecoratorInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="CdiDisposerMethodInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="CdiDomBeans" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="CdiInjectInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="CdiInjectionPointsInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="CdiInterceptorInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="CdiManagedBeanInconsistencyInspection" enabled="false" level="ERROR" enabled_by_default="false" />
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-          <option value="zendframework/zend-test" />
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-    <inspection_tool class="SqlCurrentSchemaInspection" enabled="false" level="WARNING" enabled_by_default="false" />
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-    <inspection_tool class="SqlIllegalCursorStateInspection" enabled="false" level="WARNING" enabled_by_default="false" />
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-    <inspection_tool class="SqlJoinWithoutOnInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlMisleadingReferenceInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlMissingReturnInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="SqlMultipleLimitClausesInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlNoDataSourceInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlNullComparisonInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlRedundantAliasInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlRedundantCodeInCoalesceInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlRedundantElseNullInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlRedundantLimitInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlRedundantOrderingDirectionInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlResolveInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="SqlShadowingAliasInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlShouldBeInGroupByInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlSideEffectsInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlSignatureInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlStorageInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlStringLengthExceededInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlTransactionStatementInTriggerInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlTriggerTransitionInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlTypeInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlUnicodeStringLiteralInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlUnreachableCodeInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlUnusedCteInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlUnusedSubqueryItemInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlUnusedVariableInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SqlWithoutWhereInspection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="Stylelint" enabled="true" level="ERROR" enabled_by_default="true" />
-    <inspection_tool class="SuspendFunctionOnCoroutineScope" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SuspiciousAsDynamic" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="SuspiciousCollectionReassignment" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="SuspiciousEqualsCombination" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="SuspiciousVarProperty" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="TestFunctionName" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="TrailingComma" enabled="false" level="INFO" enabled_by_default="false" />
-    <inspection_tool class="TypeCustomizer" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="TypeScriptUnresolvedFunction" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="TypeScriptUnresolvedReactComponent" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="TypeScriptUnresolvedVariable" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="TypeScriptValidateJSTypes" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
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-    <inspection_tool class="UnsafeCastFromDynamic" enabled="false" level="INFO" enabled_by_default="false" />
-    <inspection_tool class="UnstableApiUsage" enabled="true" level="WARNING" enabled_by_default="true">
-      <option name="unstableApiAnnotations">
-        <set>
-          <option value="io.reactivex.annotations.Beta" />
-          <option value="io.reactivex.annotations.Experimental" />
-          <option value="org.apache.http.annotation.Beta" />
-          <option value="org.gradle.api.Incubating" />
-          <option value="org.jetbrains.annotations.ApiStatus.Experimental" />
-          <option value="org.jetbrains.annotations.ApiStatus.Internal" />
-          <option value="org.jetbrains.annotations.ApiStatus.ScheduledForRemoval" />
-          <option value="rx.annotations.Beta" />
-          <option value="rx.annotations.Experimental" />
-        </set>
-      </option>
-    </inspection_tool>
-    <inspection_tool class="UnusedDataClassCopyResult" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UnusedEquals" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UnusedLambdaExpressionBody" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UnusedReceiverParameter" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UnusedSymbol" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UnusedUnaryOperator" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UseExpressionBody" enabled="false" level="INFORMATION" enabled_by_default="false" />
-    <inspection_tool class="UsePropertyAccessSyntax" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="UseWithIndex" enabled="false" level="INFO" enabled_by_default="false" />
-    <inspection_tool class="UselessCallOnCollection" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="UselessCallOnNotNull" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="ValidExternallyBoundObject" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="VoidMethodAnnotatedWithGET" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="W3CssValidation" enabled="true" level="WARNING" enabled_by_default="true">
-      <option name="myCssVersion" value="css3svg" />
-      <option name="myIgnoreVendorSpecificProperties" value="false" />
-    </inspection_tool>
-    <inspection_tool class="WSReferenceInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="WadlDomInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-    <inspection_tool class="WebpackConfigHighlighting" enabled="false" level="WARNING" enabled_by_default="false" />
-    <inspection_tool class="WrapUnaryOperator" enabled="false" level="WEAK WARNING" enabled_by_default="false" />
-    <inspection_tool class="WsdlHighlightingInspection" enabled="false" level="ERROR" enabled_by_default="false" />
-  </profile>
-</component>

.idea/jarRepositories.xml

@@ -1,30 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="RemoteRepositoriesConfiguration">
-    <remote-repository>
-      <option name="id" value="central" />
-      <option name="name" value="Apache Central Repository" />
-      <option name="url" value="https://repo.maven.apache.org/maven2" />
-    </remote-repository>
-    <remote-repository>
-      <option name="id" value="central" />
-      <option name="name" value="Maven Central repository" />
-      <option name="url" value="https://repo1.maven.org/maven2" />
-    </remote-repository>
-    <remote-repository>
-      <option name="id" value="jboss.community" />
-      <option name="name" value="JBoss Community repository" />
-      <option name="url" value="https://repository.jboss.org/nexus/content/repositories/public/" />
-    </remote-repository>
-    <remote-repository>
-      <option name="id" value="maven-central" />
-      <option name="name" value="Maven Central Repository" />
-      <option name="url" value="https://repo1.maven.org/maven2/" />
-    </remote-repository>
-    <remote-repository>
-      <option name="id" value="artifactory" />
-      <option name="name" value="libs-release-local" />
-      <option name="url" value="https://repo.appmodel.nl/artifactory/libs-release-local" />
-    </remote-repository>
-  </component>
-</project>

.idea/material_theme_project_new.xml

@@ -1,10 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="MaterialThemeProjectNewConfig">
-    <option name="metadata">
-      <MTProjectMetadataState>
-        <option name="userId" value="-3d6055cc:19abfe94c99:-7ff7" />
-      </MTProjectMetadataState>
-    </option>
-  </component>
-</project>

.idea/misc.xml

@@ -1,14 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="ExternalStorageConfigurationManager" enabled="true" />
-  <component name="MavenProjectsManager">
-    <option name="originalFiles">
-      <list>
-        <option value="$PROJECT_DIR$/pom.xml" />
-      </list>
-    </option>
-  </component>
-  <component name="ProjectRootManager" version="2" languageLevel="JDK_25" default="true" project-jdk-name="openjdk-ea-25" project-jdk-type="JavaSDK">
-    <output url="file://$PROJECT_DIR$/out" />
-  </component>
-</project>

.idea/vcs.xml

@@ -1,6 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="VcsDirectoryMappings">
-    <mapping directory="$PROJECT_DIR$" vcs="Git" />
-  </component>
-</project>

.mvn/jvm.config

@@ -0,0 +1,6 @@
+--add-opens=java.base/java.lang=ALL-UNNAMED
+--add-opens=java.base/java.util=ALL-UNNAMED
+--add-opens=java.base/java.util.concurrent=ALL-UNNAMED
+--add-opens=java.base/java.net=ALL-UNNAMED
+--add-opens=java.base/java.io=ALL-UNNAMED
+--enable-native-access=ALL-UNNAMED

.mvn/wrapper/MavenWrapperDownloader.java

@@ -0,0 +1,117 @@
+/*
+ * Copyright 2007-present the original author or authors.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+import java.net.*;
+import java.io.*;
+import java.nio.channels.*;
+import java.util.Properties;
+
+public class MavenWrapperDownloader {
+
+    private static final String WRAPPER_VERSION = "0.5.6";
+    /**
+     * Default URL to download the maven-wrapper.jar from, if no 'downloadUrl' is provided.
+     */
+    private static final String DEFAULT_DOWNLOAD_URL = "https://repo.maven.apache.org/maven2/io/takari/maven-wrapper/"
+        + WRAPPER_VERSION + "/maven-wrapper-" + WRAPPER_VERSION + ".jar";
+
+    /**
+     * Path to the maven-wrapper.properties file, which might contain a downloadUrl property to
+     * use instead of the default one.
+     */
+    private static final String MAVEN_WRAPPER_PROPERTIES_PATH =
+            ".mvn/wrapper/maven-wrapper.properties";
+
+    /**
+     * Path where the maven-wrapper.jar will be saved to.
+     */
+    private static final String MAVEN_WRAPPER_JAR_PATH =
+            ".mvn/wrapper/maven-wrapper.jar";
+
+    /**
+     * Name of the property which should be used to override the default download url for the wrapper.
+     */
+    private static final String PROPERTY_NAME_WRAPPER_URL = "wrapperUrl";
+
+    public static void main(String args[]) {
+        System.out.println("- Downloader started");
+        File baseDirectory = new File(args[0]);
+        System.out.println("- Using base directory: " + baseDirectory.getAbsolutePath());
+
+        // If the maven-wrapper.properties exists, read it and check if it contains a custom
+        // wrapperUrl parameter.
+        File mavenWrapperPropertyFile = new File(baseDirectory, MAVEN_WRAPPER_PROPERTIES_PATH);
+        String url = DEFAULT_DOWNLOAD_URL;
+        if(mavenWrapperPropertyFile.exists()) {
+            FileInputStream mavenWrapperPropertyFileInputStream = null;
+            try {
+                mavenWrapperPropertyFileInputStream = new FileInputStream(mavenWrapperPropertyFile);
+                Properties mavenWrapperProperties = new Properties();
+                mavenWrapperProperties.load(mavenWrapperPropertyFileInputStream);
+                url = mavenWrapperProperties.getProperty(PROPERTY_NAME_WRAPPER_URL, url);
+            } catch (IOException e) {
+                System.out.println("- ERROR loading '" + MAVEN_WRAPPER_PROPERTIES_PATH + "'");
+            } finally {
+                try {
+                    if(mavenWrapperPropertyFileInputStream != null) {
+                        mavenWrapperPropertyFileInputStream.close();
+                    }
+                } catch (IOException e) {
+                    // Ignore ...
+                }
+            }
+        }
+        System.out.println("- Downloading from: " + url);
+
+        File outputFile = new File(baseDirectory.getAbsolutePath(), MAVEN_WRAPPER_JAR_PATH);
+        if(!outputFile.getParentFile().exists()) {
+            if(!outputFile.getParentFile().mkdirs()) {
+                System.out.println(
+                        "- ERROR creating output directory '" + outputFile.getParentFile().getAbsolutePath() + "'");
+            }
+        }
+        System.out.println("- Downloading to: " + outputFile.getAbsolutePath());
+        try {
+            downloadFileFromURL(url, outputFile);
+            System.out.println("Done");
+            System.exit(0);
+        } catch (Throwable e) {
+            System.out.println("- Error downloading");
+            e.printStackTrace();
+            System.exit(1);
+        }
+    }
+
+    private static void downloadFileFromURL(String urlString, File destination) throws Exception {
+        if (System.getenv("MVNW_USERNAME") != null && System.getenv("MVNW_PASSWORD") != null) {
+            String username = System.getenv("MVNW_USERNAME");
+            char[] password = System.getenv("MVNW_PASSWORD").toCharArray();
+            Authenticator.setDefault(new Authenticator() {
+                @Override
+                protected PasswordAuthentication getPasswordAuthentication() {
+                    return new PasswordAuthentication(username, password);
+                }
+            });
+        }
+        URL website = new URL(urlString);
+        ReadableByteChannel rbc;
+        rbc = Channels.newChannel(website.openStream());
+        FileOutputStream fos = new FileOutputStream(destination);
+        fos.getChannel().transferFrom(rbc, 0, Long.MAX_VALUE);
+        fos.close();
+        rbc.close();
+    }
+
+}

.mvn/wrapper/maven-wrapper.config

@@ -0,0 +1 @@
+jvmArguments=-Djava.util.logging.manager=org.jboss.logmanager.LogManager --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.base/java.util.concurrent=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.io=ALL-UNNAMED

.mvn/wrapper/maven-wrapper.properties

@@ -0,0 +1,2 @@
+distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.9.11/apache-maven-3.9.11-bin.zip
+wrapperUrl=https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.3.4/maven-wrapper-3.3.4.jar

Dockerfile

@@ -0,0 +1,41 @@
+# Stage 1: Build
+FROM maven:3.9-eclipse-temurin-25-alpine AS builder
+WORKDIR /app
+# Copy POM first (allows for cached dependency layer)
+COPY pom.xml .
+RUN mvn dependency:resolve -B
+
+COPY src ./src
+# Updated with both properties to avoid the warning
+RUN mvn package -DskipTests -Dquarkus.package.jar.type=uber-jar -Dquarkus.package.jar.enabled=true
+
+# Stage 2: Runtime (DEBIAN-based for OpenCV native libs)
+FROM eclipse-temurin:25-jre
+WORKDIR /app
+
+# Install dependencies + wget for health checks
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends \
+        libstdc++6 \
+        libgomp1 \
+        wget \
+    && rm -rf /var/lib/apt/lists/*
+
+# Create  user (Debian  syntax)
+RUN groupadd -r quarkus && useradd -r -g quarkus quarkus
+# Create user with explicit UID 1000 (Debian syntax)
+# RUN groupadd -r -g 1000 quarkus && useradd -r -u 1000 -g quarkus quarkus
+# Create the data directory and set ownership BEFORE switching user
+# RUN mkdir -p /mnt/okcomputer/output && chown -R quarkus:quarkus /mnt/okcomputer/output
+
+# Copy the built jar with correct pattern
+COPY --from=builder --chown=quarkus:quarkus /app/target/auctiora-*.jar app.jar
+
+USER quarkus
+EXPOSE 8081
+
+ENTRYPOINT ["java", \
+    "-Dio.netty.tryReflectionSetAccessible=true", \
+    "--enable-native-access=ALL-UNNAMED", \
+    "--add-opens", "java.base/java.nio=ALL-UNNAMED", \
+    "-jar", "app.jar"]

README.md

@@ -0,0 +1,563 @@
+# Troostwijk Auction Scraper
+
+A Java-based web scraper for Dutch auctions on Troostwijk Auctions with **100% free** desktop/email notifications, SQLite persistence, and AI-powered object detection.
+
+## Features
+
+- **Auction Discovery**: Automatically discovers active Dutch auctions
+- **Data Scraping**: Fetches detailed lot information via Troostwijk's JSON API
+- **SQLite Storage**: Persists auction data, lots, images, and detected objects
+- **Image Processing**: Downloads and analyzes lot images using OpenCV YOLO object detection
+- **Free Notifications**: Real-time notifications when:
+  - Bids change on monitored lots
+  - Auctions are closing soon (within 5 minutes)
+  - Via desktop notifications (Windows/macOS/Linux system tray) ✅
+  - Optionally via email (Gmail SMTP - free) ✅
+
+## Dependencies
+
+All dependencies are managed via Maven (see `pom.xml`):
+
+- **jsoup 1.17.2** - HTML parsing and HTTP client
+- **Jackson 2.17.0** - JSON processing
+- **SQLite JDBC 3.45.1.0** - Database operations
+- **JavaMail 1.6.2** - Email notifications (free)
+- **OpenCV 4.9.0** - Image processing and object detection
+
+## Quick Start
+
+### Development: Sync Production Data
+
+To work with real production data locally:
+
+```powershell
+# Linux/Mac (Bash)
+./scripts/sync-production-data.sh --db-only
+```
+
+See [scripts/README.md](scripts/README.md) for full documentation.
+
+## Setup
+
+### 1. Notification Options (Choose One)
+
+#### Option A: Desktop Notifications Only ⭐ (Recommended - Zero Setup)
+
+Desktop notifications work out of the box on:
+- **Windows**: System tray notifications
+- **macOS**: Notification Center
+- **Linux**: Desktop environment notifications (GNOME, KDE, etc.)
+
+**No configuration required!** Just run with default settings:
+```bash
+export NOTIFICATION_CONFIG="desktop"
+# Or simply don't set it - desktop is the default
+```
+
+#### Option B: Desktop + Email Notifications 📧 (Free Gmail)
+
+1. Enable 2-Factor Authentication in your Google Account
+2. Go to: **Google Account → Security → 2-Step Verification → App passwords**
+3. Generate an app password for "Mail"
+4. Set environment variable:
+   ```bash
+   export NOTIFICATION_CONFIG="smtp:your.email@gmail.com:your_app_password:recipient@example.com"
+   ```
+
+**Format**: `smtp:username:app_password:recipient_email`
+
+**Example**:
+```bash
+export NOTIFICATION_CONFIG="smtp:john.doe@gmail.com:abcd1234efgh5678:john.doe@gmail.com"
+```
+
+**Note**: This is completely free using Gmail's SMTP server. No paid services required!
+
+### 2. OpenCV Native Libraries
+
+Download and install OpenCV native libraries for your platform:
+
+**Windows:**
+```bash
+# Download from https://opencv.org/releases/
+# Extract and add to PATH or use:
+java -Djava.library.path="C:\opencv\build\java\x64" -jar scraper.jar
+```
+
+**Linux:**
+```bash
+sudo apt-get install libopencv-dev
+```
+
+**macOS:**
+```bash
+brew install opencv
+```
+
+### 3. YOLO Model Files
+
+Download YOLO model files for object detection:
+
+```bash
+mkdir /mnt/okcomputer/output/models
+cd /mnt/okcomputer/output/models
+
+# Download YOLOv4 config
+wget https://raw.githubusercontent.com/AlexeyAB/darknet/master/cfg/yolov4.cfg
+
+# Download YOLOv4 weights (245 MB)
+wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.weights
+
+# Download COCO class names
+wget https://raw.githubusercontent.com/AlexeyAB/darknet/master/data/coco.names
+```
+
+## Building
+
+```bash
+mvn clean package
+```
+
+This creates:
+- `target/troostwijk-scraper-1.0-SNAPSHOT.jar` - Regular JAR
+- `target/troostwijk-scraper-1.0-SNAPSHOT-jar-with-dependencies.jar` - Executable JAR with all dependencies
+
+## Running
+
+### Quick Start (Desktop Notifications Only)
+
+```bash
+java -Djava.library.path="/path/to/opencv/lib" \
+     -jar target/troostwijk-scraper-1.0-SNAPSHOT-jar-with-dependencies.jar
+```
+
+### With Email Notifications
+
+```bash
+export NOTIFICATION_CONFIG="smtp:your@gmail.com:app_password:your@gmail.com"
+
+java -Djava.library.path="/path/to/opencv/lib" \
+     -jar target/troostwijk-scraper-1.0-SNAPSHOT-jar-with-dependencies.jar
+```
+
+### Using Maven
+
+```bash
+mvn exec:java -Dexec.mainClass="com.auction.scraper.TroostwijkScraper"
+```
+
+## System Architecture & Integration Flow
+
+> **📊 Complete Integration Flowchart**: See [docs/INTEGRATION_FLOWCHART.md](docs/INTEGRATION_FLOWCHART.md) for the detailed intelligence integration diagram with GraphQL API fields, analytics, and dashboard features.
+
+### Quick Overview
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                    COMPLETE SYSTEM INTEGRATION DIAGRAM                       │
+└─────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────────────────────────────────────────────────────────────────┐
+│  PHASE 1: EXTERNAL SCRAPER (Python/Playwright) - ARCHITECTURE-TROOSTWIJK    │
+└──────────────────────────────────────────────────────────────────────────────┘
+                                      │
+        ┌─────────────────────────────┼─────────────────────────────┐
+        ▼                             ▼                             ▼
+  [Listing Pages]              [Auction Pages]              [Lot Pages]
+  /auctions?page=N             /a/auction-id                /l/lot-id
+        │                             │                             │
+        │ Extract URLs                │ Parse __NEXT_DATA__         │ Parse __NEXT_DATA__
+        ├────────────────────────────▶│ JSON                        │ JSON
+        │                             │                             │
+        │                             ▼                             ▼
+        │                    ┌────────────────┐           ┌────────────────┐
+        │                    │ INSERT auctions│           │  INSERT lots   │
+        │                    │ to SQLite      │           │  INSERT images │
+        │                    └────────────────┘           │  (URLs only)   │
+        │                             │                   └────────────────┘
+        │                             │                            │
+        └─────────────────────────────┴────────────────────────────┘
+                                      ▼
+                            ┌──────────────────┐
+                            │  SQLITE DATABASE │
+                            │  output/cache.db │
+                            └──────────────────┘
+                                      │
+                    ┌─────────────────┼─────────────────┐
+                    ▼                 ▼                 ▼
+            [auctions table]   [lots table]    [images table]
+            - auction_id       - lot_id        - id
+            - title            - auction_id    - lot_id
+            - location         - title         - url
+            - lots_count       - current_bid   - local_path
+            - closing_time     - bid_count     - downloaded=0
+                               - closing_time
+                                      │
+┌─────────────────────────────────────┴─────────────────────────────────────┐
+│  PHASE 2: MONITORING & PROCESSING (Java) - THIS PROJECT                   │
+└────────────────────────────────────────────────────────────────────────────┘
+                                      │
+                    ┌─────────────────┼─────────────────┐
+                    ▼                 ▼                 ▼
+         [TroostwijkMonitor]  [DatabaseService]  [ScraperDataAdapter]
+                    │                 │                 │
+                    │ Read lots       │ Query lots      │ Transform data
+                    │ every hour      │ Import images   │ TEXT → INTEGER
+                    │                 │                 │ "€123" → 123.0
+                    └─────────────────┴─────────────────┘
+                                      │
+            ┌─────────────────────────┼─────────────────────────┐
+            ▼                         ▼                         ▼
+   [Bid Monitoring]         [Image Processing]        [Closing Alerts]
+   Check API every 1h       Download images           Check < 5 min
+            │                         │                         │
+            │ New bid?                │ Process via             │ Time critical?
+            ├─[YES]──────────┐        │ ObjectDetection         ├─[YES]────┐
+            │                 │        │                         │          │
+            ▼                 │        ▼                         │          │
+   [Update current_bid]       │  ┌──────────────────┐          │          │
+   in database                │  │ YOLO Detection   │          │          │
+                              │  │ OpenCV DNN       │          │          │
+                              │  └──────────────────┘          │          │
+                              │         │                       │          │
+                              │         │ Detect objects        │          │
+                              │         ├─[vehicle]            │          │
+                              │         ├─[furniture]          │          │
+                              │         ├─[machinery]          │          │
+                              │         │                       │          │
+                              │         ▼                       │          │
+                              │  [Save labels to DB]            │          │
+                              │  [Estimate value]               │          │
+                              │         │                       │          │
+                              │         │                       │          │
+                              └─────────┴───────────────────────┴──────────┘
+                                                │
+┌───────────────────────────────────────────────┴────────────────────────────┐
+│  PHASE 3: NOTIFICATION SYSTEM - USER INTERACTION TRIGGERS                  │
+└────────────────────────────────────────────────────────────────────────────┘
+                                                │
+                              ┌─────────────────┴─────────────────┐
+                              ▼                                   ▼
+                   [NotificationService]                [User Decision Points]
+                              │                                   │
+          ┌───────────────────┼───────────────────┐              │
+          ▼                   ▼                   ▼              │
+   [Desktop Notify]    [Email Notify]     [Priority Level]       │
+   Windows/macOS/      Gmail SMTP          0=Normal              │
+   Linux system        (FREE)              1=High                │
+   tray                                                           │
+          │                   │                   │              │
+          └───────────────────┴───────────────────┘              │
+                              │                                  │
+                              ▼                                  ▼
+                    ┌──────────────────┐              ┌──────────────────┐
+                    │ USER INTERACTION │              │ TRIGGER EVENTS:  │
+                    │ NOTIFICATIONS    │              │                  │
+                    └──────────────────┘              └──────────────────┘
+                              │                                  │
+          ┌───────────────────┼───────────────────┐             │
+          ▼                   ▼                   ▼             │
+┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐ │
+│ 1. BID CHANGE    │ │ 2. OBJECT        │ │ 3. CLOSING       │ │
+│                  │ │    DETECTED       │ │    ALERT         │ │
+│ "Nieuw bod op    │ │                  │ │                  │ │
+│  kavel 12345:    │ │ "Lot contains:   │ │ "Kavel 12345     │ │
+│  €150 (was €125)"│ │  - Vehicle       │ │  sluit binnen    │ │
+│                  │ │  - Machinery     │ │  5 min."         │ │
+│ Priority: NORMAL │ │  Est: €5000"     │ │ Priority: HIGH   │ │
+│                  │ │                  │ │                  │ │
+│ Action needed:   │ │ Action needed:   │ │ Action needed:   │ │
+│ ▸ Place bid?     │ │ ▸ Review item?   │ │ ▸ Place final    │ │
+│ ▸ Monitor?       │ │ ▸ Confirm value? │ │   bid?           │ │
+│ ▸ Ignore?        │ │ ▸ Add to watch?  │ │ ▸ Let expire?    │ │
+└──────────────────┘ └──────────────────┘ └──────────────────┘ │
+          │                   │                   │             │
+          └───────────────────┴───────────────────┴─────────────┘
+                              │
+                              ▼
+┌─────────────────────────────────────────────────────────────────────────────┐
+│  USER ACTIONS & EXCEPTIONS                                                  │
+├─────────────────────────────────────────────────────────────────────────────┤
+│  Additional interaction points:                                             │
+│                                                                              │
+│  4. VIEWING DAY QUESTIONS                                                   │
+│     "Bezichtiging op [date] - kunt u aanwezig zijn?"                        │
+│     Action: ▸ Confirm attendance  ▸ Request alternative  ▸ Decline         │
+│                                                                              │
+│  5. ITEM RECOGNITION CONFIRMATION                                           │
+│     "Detected: [object] - Is deze correcte identificatie?"                  │
+│     Action: ▸ Confirm  ▸ Correct label  ▸ Add notes                        │
+│                                                                              │
+│  6. VALUE ESTIMATE APPROVAL                                                 │
+│     "Geschatte waarde: €X - Akkoord?"                                       │
+│     Action: ▸ Accept  ▸ Adjust  ▸ Request manual review                    │
+│                                                                              │
+│  7. EXCEPTION HANDLING                                                      │
+│     "Afwijkende sluitingstijd / locatiewijziging / special terms"           │
+│     Action: ▸ Acknowledge  ▸ Update preferences  ▸ Withdraw interest       │
+└─────────────────────────────────────────────────────────────────────────────┘
+
+┌─────────────────────────────────────────────────────────────────────────────┐
+│  OBJECT DETECTION & VALUE ESTIMATION PIPELINE                               │
+└─────────────────────────────────────────────────────────────────────────────┘
+
+[Downloaded Image] → [ImageProcessingService]
+         │                      │
+         │                      ▼
+         │           [ObjectDetectionService]
+         │                      │
+         │                      ├─ Load YOLO model
+         │                      ├─ Run inference (416x416)
+         │                      ├─ Post-process detections
+         │                      │  (confidence > 0.5)
+         │                      │
+         │                      ▼
+         │           ┌──────────────────────┐
+         │           │ Detected Objects:    │
+         │           │ - person             │
+         │           │ - car                │
+         │           │ - truck              │
+         │           │ - furniture          │
+         │           │ - machinery          │
+         │           │ - electronics        │
+         │           │ (80 COCO classes)    │
+         │           └──────────────────────┘
+         │                      │
+         │                      ▼
+         │           [Value Estimation Logic]
+         │           (Future enhancement)
+         │                      │
+         │                      ├─ Match objects to auction categories
+         │                      ├─ Historical price analysis
+         │                      ├─ Condition assessment
+         │                      ├─ Market trends
+         │                      │
+         │                      ▼
+         │           ┌──────────────────────┐
+         │           │ Estimated Value:     │
+         │           │ €X - €Y range        │
+         │           │ Confidence: 75%      │
+         │           └──────────────────────┘
+         │                      │
+         └──────────────────────┴─ [Save to DB]
+                                   │
+                                   ▼
+                         [Trigger notification if
+                          value > threshold]
+
+```
+```mermaid
+flowchart TD
+    subgraph P1["PHASE 1: EXTERNAL SCRAPER (Python/Playwright)"]
+        direction LR
+        A1[Listing Pages<br/>/auctions?page=N] --> A2[Extract URLs]
+        B1[Auction Pages<br/>/a/auction-id] --> B2[Parse __NEXT_DATA__ JSON]
+        C1[Lot Pages<br/>/l/lot-id] --> C2[Parse __NEXT_DATA__ JSON]
+
+        A2 --> D1[INSERT auctions to SQLite]
+        B2 --> D1
+        C2 --> D2[INSERT lots & image URLs]
+        
+        D1 --> DB[(SQLite Database<br/>output/cache.db)]
+        D2 --> DB
+    end
+
+    DB --> P2_Entry
+
+    subgraph P2["PHASE 2: MONITORING & PROCESSING (Java)"]
+        direction TB
+        P2_Entry[Data Ready] --> Monitor[TroostwijkMonitor<br/>Read lots every hour]
+        P2_Entry --> DBService[DatabaseService<br/>Query & Import]
+        P2_Entry --> Adapter[ScraperDataAdapter<br/>Transform TEXT → INTEGER]
+
+        Monitor --> BM[Bid Monitoring<br/>Check API every 1h]
+        DBService --> IP[Image Processing<br/>Download & Analyze]
+        Adapter --> DataForNotify[Formatted Data]
+
+        BM --> BidUpdate{New bid?}
+        BidUpdate -->|Yes| UpdateDB[Update current_bid in DB]
+        UpdateDB --> NotifyTrigger1
+
+        IP --> Detection[Object Detection<br/>YOLO/OpenCV DNN]
+        Detection --> ObjectCheck{Detect objects?}
+        ObjectCheck -->|Vehicle| Save1[Save labels & estimate value]
+        ObjectCheck -->|Furniture| Save2[Save labels & estimate value]
+        ObjectCheck -->|Machinery| Save3[Save labels & estimate value]
+        Save1 --> NotifyTrigger2
+        Save2 --> NotifyTrigger2
+        Save3 --> NotifyTrigger2
+
+        CA[Closing Alerts<br/>Check < 5 min] --> TimeCheck{Time critical?}
+        TimeCheck -->|Yes| NotifyTrigger3
+    end
+
+    NotifyTrigger1 --> NS
+    NotifyTrigger2 --> NS
+    NotifyTrigger3 --> NS
+
+    subgraph P3["PHASE 3: NOTIFICATION SYSTEM"]
+        NS[NotificationService] --> DN[Desktop Notify<br/>Windows/macOS/Linux]
+        NS --> EN[Email Notify<br/>Gmail SMTP]
+        NS --> PL[Set Priority Level<br/>0=Normal, 1=High]
+    end
+
+    DN --> UI[User Interaction & Decisions]
+    EN --> UI
+    PL --> UI
+
+    subgraph UI_Details[User Decision Points / Trigger Events]
+        direction LR
+        E1["1. BID CHANGE<br/>'Nieuw bod op kavel 12345...'<br/>Actions: Place bid? Monitor? Ignore?"]
+        E2["2. OBJECT DETECTED<br/>'Lot contains: Vehicle...'<br/>Actions: Review? Confirm value?"]
+        E3["3. CLOSING ALERT<br/>'Kavel 12345 sluit binnen 5 min.'<br/>Actions: Place final bid? Let expire?"]
+        E4["4. VIEWING DAY QUESTIONS<br/>'Bezichtiging op [date]...'"]
+        E5["5. ITEM RECOGNITION CONFIRMATION<br/>'Detected: [object]...'"]
+        E6["6. VALUE ESTIMATE APPROVAL<br/>'Geschatte waarde: €X...'"]
+        E7["7. EXCEPTION HANDLING<br/>'Afwijkende sluitingstijd...'"]
+    end
+
+    UI --> UI_Details
+
+    %% Object Detection Sub-Flow Detail
+    subgraph P2_Detail["Object Detection & Value Estimation Pipeline"]
+        direction LR
+        DI[Downloaded Image] --> IPS[ImageProcessingService]
+        IPS --> ODS[ObjectDetectionService]
+        ODS --> Load[Load YOLO model]
+        ODS --> Run[Run inference]
+        ODS --> Post[Post-process detections<br/>confidence > 0.5]
+        Post --> ObjList["Detected Objects List<br/>(80 COCO classes)"]
+        ObjList --> VEL[Value Estimation Logic<br/>Future enhancement]
+        VEL --> Match[Match to categories]
+        VEL --> History[Historical price analysis]
+        VEL --> Condition[Condition assessment]
+        VEL --> Market[Market trends]
+        Market --> ValueEst["Estimated Value Range<br/>Confidence: 75%"]
+        ValueEst --> SaveToDB[Save to Database]
+        SaveToDB --> TriggerNotify{Value > threshold?}
+    end
+
+    IP -.-> P2_Detail
+    TriggerNotify -.-> NotifyTrigger2
+```
+## Integration Hooks & Timing
+
+| Event                          | Frequency         | Trigger                    | Notification Type          | User Action Required   |
+|--------------------------------|-------------------|----------------------------|----------------------------|------------------------|
+| **New auction discovered**     | On scrape         | Scraper finds new auction  | Desktop + Email (optional) | Review auction         |
+| **Bid change detected**        | Every 1 hour      | Monitor detects higher bid | Desktop + Email            | Place counter-bid?     |
+| **Closing soon (< 30 min)**    | When detected     | Time-based check           | Desktop + Email            | Review lot             |
+| **Closing imminent (< 5 min)** | When detected     | Time-based check           | Desktop + Email (HIGH)     | Final bid decision     |
+| **Object detected**            | On image process  | YOLO finds objects         | Desktop + Email            | Confirm identification |
+| **Value estimated**            | After detection   | Estimation complete        | Desktop + Email            | Approve estimate       |
+| **Viewing day scheduled**      | From lot metadata | Scraper extracts date      | Desktop + Email            | Confirm attendance     |
+| **Exception/Change**           | On update         | Scraper detects change     | Desktop + Email (HIGH)     | Acknowledge            |
+
+## Project Structure
+
+```
+src/main/java/com/auction/
+├── Main.java                        # Entry point
+├── TroostwijkMonitor.java          # Monitoring & orchestration
+├── DatabaseService.java             # SQLite operations
+├── ScraperDataAdapter.java         # Schema translation (TEXT→INT, €→float)
+├── ImageProcessingService.java     # Downloads & processes images
+├── ObjectDetectionService.java     # OpenCV YOLO detection
+├── NotificationService.java        # Desktop + Email notifications (FREE)
+├── Lot.java                        # Domain model for auction lots
+├── AuctionInfo.java                # Domain model for auctions
+└── Console.java                    # Logging utility
+```
+
+## Configuration
+
+Edit `TroostwijkScraper.main()` to customize:
+
+- **Database file**: `troostwijk.db` (SQLite database location)
+- **YOLO paths**: Model configuration and weights files
+- **Monitoring frequency**: Default is every 1 hour
+- **Closing alerts**: Default is 5 minutes before closing
+
+## Database Schema
+
+The scraper creates three tables:
+
+**sales**
+- `sale_id` (PRIMARY KEY)
+- `title`, `location`, `closing_time`
+
+**lots**
+- `lot_id` (PRIMARY KEY)
+- `sale_id`, `title`, `description`, `manufacturer`, `type`, `year`
+- `category`, `current_bid`, `currency`, `url`
+- `closing_time`, `closing_notified`
+
+**images**
+- `id` (PRIMARY KEY)
+- `lot_id`, `url`, `local_path`, `labels` (detected objects)
+
+## Notification Examples
+
+### Desktop Notification
+![System Tray Notification]
+```
+🔔 Kavel bieding update
+Nieuw bod op kavel 12345: €150.00 (was €125.00)
+```
+
+### Email Notification
+```
+From: your.email@gmail.com
+To: your.email@gmail.com
+Subject: [Troostwijk] Kavel bieding update
+
+Nieuw bod op kavel 12345: €150.00 (was €125.00)
+```
+
+**High Priority Alerts** (closing soon):
+```
+⚠️ Lot nearing closure
+Kavel 12345 sluit binnen 5 min.
+```
+
+## Why This Approach?
+
+✅ **100% Free** - No paid services (Twilio, Pushover, etc.)
+✅ **No External Dependencies** - Desktop notifications built into Java
+✅ **Works Offline** - Desktop notifications don't need internet
+✅ **Privacy First** - Your data stays on your machine
+✅ **Cross-Platform** - Windows, macOS, Linux supported
+✅ **Optional Email** - Add Gmail notifications if you want
+
+## Troubleshooting
+
+### Desktop Notifications Not Showing
+
+- **Windows**: Check if Java has notification permissions
+- **Linux**: Ensure you have a desktop environment running (not headless)
+- **macOS**: Check System Preferences → Notifications
+
+### Email Not Sending
+
+1. Verify 2FA is enabled in Google Account
+2. Confirm you're using an **App Password** (not your regular Gmail password)
+3. Check that "Less secure app access" is NOT needed (app passwords work with 2FA)
+4. Verify the SMTP format: `smtp:username:app_password:recipient`
+
+## Notes
+
+- Desktop notifications require a graphical environment (not headless servers)
+- For headless servers, use email-only notifications
+- Gmail SMTP is free and has generous limits (500 emails/day)
+- OpenCV native libraries must match your platform architecture
+- YOLO weights file is ~245 MB
+
+
+```shell
+ssh tour@athena.lan "docker run --rm -v shared-auction-data:/data -v /tmp:/tmp alpine cp /data/cache.db /tmp/cache.db" && scp tour@athena.lan:/tmp/cache.db c:/mnt/okcomputer/cache.db
+```
+## License
+
+This is example code for educational purposes.
+
+ 

auction.iml

@@ -1,11 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<module type="JAVA_MODULE" version="4">
-  <component name="NewModuleRootManager" inherit-compiler-output="true">
-    <exclude-output />
-    <content url="file://$MODULE_DIR$">
-      <sourceFolder url="file://$MODULE_DIR$/src" isTestSource="false" />
-    </content>
-    <orderEntry type="inheritedJdk" />
-    <orderEntry type="sourceFolder" forTests="false" />
-  </component>
-</module>

docker-compose.yml

@@ -0,0 +1,56 @@
+services:
+  auctiora:
+    user: "1000:1000"
+    build:
+      context: /opt/apps/auctiora
+      dockerfile: Dockerfile
+    container_name: auctiora
+    restart: unless-stopped
+    networks:
+      - traefik_net
+    environment:
+      # Database configuration
+      - AUCTION_DATABASE_PATH=/mnt/okcomputer/output/cache.db
+      - AUCTION_IMAGES_PATH=/mnt/okcomputer/output/images
+
+      # Notification configuration
+      # - AUCTION_NOTIFICATION_CONFIG=desktop
+      - AUCTION_NOTIFICATION_CONFIG=smtp:michael.bakker1986@gmail.com:agrepolhlnvhipkv:michael.bakker1986@gmail.com
+      # Quarkus configuration
+      - QUARKUS_HTTP_PORT=8081
+      - QUARKUS_HTTP_HOST=0.0.0.0
+      - QUARKUS_LOG_CONSOLE_LEVEL=INFO
+
+      # Scheduler configuration (cron expressions)
+      - AUCTION_WORKFLOW_SCRAPER_IMPORT_CRON=0 */30 * * * ?
+      - AUCTION_WORKFLOW_IMAGE_PROCESSING_CRON=0 0 * * * ?
+      - AUCTION_WORKFLOW_BID_MONITORING_CRON=0 */15 * * * ?
+      - AUCTION_WORKFLOW_CLOSING_ALERTS_CRON=0 */5 * * * ?
+
+    volumes:
+      # Mount database and images directory1
+      - shared-auction-data:/mnt/okcomputer/output
+
+    labels:
+      - "traefik.enable=true"
+      - "traefik.http.routers.auctiora.rule=Host(`auctiora.appmodel.nl`)"
+      - "traefik.http.routers.auctiora.entrypoints=websecure"
+      - "traefik.http.routers.auctiora.tls=true"
+      - "traefik.http.routers.auctiora.tls.certresolver=letsencrypt"
+      - "traefik.http.services.auctiora.loadbalancer.server.port=8081"
+
+    #healthcheck:
+    #  test: ["CMD",   "wget", "--no-verbose", "--tries=1", "--spider", "http://localhost:8081/q/health/live"]
+    #  interval: 30s
+    #  timeout: 3s
+    #  retries: 3
+    #  start_period: 10s
+
+networks:
+  traefik_net:
+    external: true
+    name: traefik_net
+
+volumes:
+  shared-auction-data:
+    external: true

docs/ARCHITECTURE-TROOSTWIJK-SCRAPER.md

@@ -0,0 +1,326 @@
+# Troostwijk Scraper - Architecture & Data Flow
+
+## System Overview
+
+The scraper follows a **3-phase hierarchical crawling pattern** to extract auction and lot data from Troostwijk Auctions website.
+
+## Architecture Diagram
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                     TROOSTWIJK SCRAPER                          │
+└─────────────────────────────────────────────────────────────────┘
+
+┌─────────────────────────────────────────────────────────────────┐
+│  PHASE 1: COLLECT AUCTION URLs                                  │
+│  ┌──────────────┐         ┌──────────────┐                      │
+│  │ Listing Page │────────▶│ Extract /a/  │                      │
+│  │ /auctions?   │         │ auction URLs │                      │
+│  │ page=1..N    │         └──────────────┘                      │
+│  └──────────────┘                │                              │
+│                                   ▼                             │
+│                        [ List of Auction URLs ]                 │
+└─────────────────────────────────────────────────────────────────┘
+                                   │
+                                   ▼
+┌─────────────────────────────────────────────────────────────────┐
+│  PHASE 2: EXTRACT LOT URLs FROM AUCTIONS                        │
+│  ┌──────────────┐         ┌──────────────┐                     │
+│  │ Auction Page │────────▶│ Parse        │                     │
+│  │ /a/...       │         │ __NEXT_DATA__│                     │
+│  └──────────────┘         │ JSON         │                     │
+│         │                 └──────────────┘                     │
+│         │                        │                              │
+│         ▼                        ▼                              │
+│  ┌──────────────┐         ┌──────────────┐                     │
+│  │ Save Auction │         │ Extract /l/  │                     │
+│  │ Metadata     │         │ lot URLs     │                     │
+│  │ to DB        │         └──────────────┘                     │
+│  └──────────────┘                │                              │
+│                                   ▼                              │
+│                          [ List of Lot URLs ]                   │
+└─────────────────────────────────────────────────────────────────┘
+                                   │
+                                   ▼
+┌─────────────────────────────────────────────────────────────────┐
+│  PHASE 3: SCRAPE LOT DETAILS                                    │
+│  ┌──────────────┐         ┌──────────────┐                     │
+│  │ Lot Page     │────────▶│ Parse        │                     │
+│  │ /l/...       │         │ __NEXT_DATA__│                     │
+│  └──────────────┘         │ JSON         │                     │
+│                           └──────────────┘                     │
+│                                   │                              │
+│         ┌─────────────────────────┴─────────────────┐           │
+│         ▼                                           ▼           │
+│  ┌──────────────┐                          ┌──────────────┐    │
+│  │ Save Lot     │                          │ Save Images  │    │
+│  │ Details      │                          │ URLs to DB   │    │
+│  │ to DB        │                          └──────────────┘    │
+│  └──────────────┘                                 │            │
+│                                                    ▼            │
+│                                          [Optional Download]    │
+└─────────────────────────────────────────────────────────────────┘
+```
+
+## Database Schema
+
+```sql
+┌──────────────────────────────────────────────────────────────────┐
+│  CACHE TABLE (HTML Storage with Compression)                     │
+├──────────────────────────────────────────────────────────────────┤
+│  cache                                                            │
+│  ├── url (TEXT, PRIMARY KEY)                                     │
+│  ├── content (BLOB)              -- Compressed HTML (zlib)       │
+│  ├── timestamp (REAL)                                            │
+│  ├── status_code (INTEGER)                                       │
+│  └── compressed (INTEGER)        -- 1=compressed, 0=plain        │
+└──────────────────────────────────────────────────────────────────┘
+
+┌──────────────────────────────────────────────────────────────────┐
+│  AUCTIONS TABLE                                                   │
+├──────────────────────────────────────────────────────────────────┤
+│  auctions                                                         │
+│  ├── auction_id (TEXT, PRIMARY KEY)  -- e.g. "A7-39813"         │
+│  ├── url (TEXT, UNIQUE)                                          │
+│  ├── title (TEXT)                                                │
+│  ├── location (TEXT)                 -- e.g. "Cluj-Napoca, RO"  │
+│  ├── lots_count (INTEGER)                                        │
+│  ├── first_lot_closing_time (TEXT)                              │
+│  └── scraped_at (TEXT)                                           │
+└──────────────────────────────────────────────────────────────────┘
+
+┌──────────────────────────────────────────────────────────────────┐
+│  LOTS TABLE                                                       │
+├──────────────────────────────────────────────────────────────────┤
+│  lots                                                             │
+│  ├── lot_id (TEXT, PRIMARY KEY)      -- e.g. "A1-28505-5"       │
+│  ├── auction_id (TEXT)               -- FK to auctions          │
+│  ├── url (TEXT, UNIQUE)                                          │
+│  ├── title (TEXT)                                                │
+│  ├── current_bid (TEXT)              -- "€123.45" or "No bids"  │
+│  ├── bid_count (INTEGER)                                         │
+│  ├── closing_time (TEXT)                                         │
+│  ├── viewing_time (TEXT)                                         │
+│  ├── pickup_date (TEXT)                                          │
+│  ├── location (TEXT)                 -- e.g. "Dongen, NL"       │
+│  ├── description (TEXT)                                          │
+│  ├── category (TEXT)                                             │
+│  └── scraped_at (TEXT)                                           │
+│      FOREIGN KEY (auction_id) → auctions(auction_id)             │
+└──────────────────────────────────────────────────────────────────┘
+
+┌──────────────────────────────────────────────────────────────────┐
+│  IMAGES TABLE (Image URLs & Download Status)                     │
+├──────────────────────────────────────────────────────────────────┤
+│  images                          ◀── THIS TABLE HOLDS IMAGE LINKS│
+│  ├── id (INTEGER, PRIMARY KEY AUTOINCREMENT)                     │
+│  ├── lot_id (TEXT)               -- FK to lots                  │
+│  ├── url (TEXT)                  -- Image URL                   │
+│  ├── local_path (TEXT)           -- Path after download         │
+│  └── downloaded (INTEGER)        -- 0=pending, 1=downloaded     │
+│      FOREIGN KEY (lot_id) → lots(lot_id)                         │
+└──────────────────────────────────────────────────────────────────┘
+```
+
+## Sequence Diagram
+
+```
+User          Scraper         Playwright      Cache DB        Data Tables
+ │               │                │               │                │
+ │  Run          │                │               │                │
+ ├──────────────▶│                │               │                │
+ │               │                │               │                │
+ │               │ Phase 1: Listing Pages         │                │
+ │               ├───────────────▶│               │                │
+ │               │   goto()       │               │                │
+ │               │◀───────────────┤               │                │
+ │               │   HTML         │               │                │
+ │               ├───────────────────────────────▶│                │
+ │               │   compress & cache             │                │
+ │               │                │               │                │
+ │               │ Phase 2: Auction Pages         │                │
+ │               ├───────────────▶│               │                │
+ │               │◀───────────────┤               │                │
+ │               │   HTML         │               │                │
+ │               │                │               │                │
+ │               │ Parse __NEXT_DATA__ JSON       │                │
+ │               │────────────────────────────────────────────────▶│
+ │               │                │               │   INSERT auctions
+ │               │                │               │                │
+ │               │ Phase 3: Lot Pages             │                │
+ │               ├───────────────▶│               │                │
+ │               │◀───────────────┤               │                │
+ │               │   HTML         │               │                │
+ │               │                │               │                │
+ │               │ Parse __NEXT_DATA__ JSON       │                │
+ │               │────────────────────────────────────────────────▶│
+ │               │                │               │   INSERT lots  │
+ │               │────────────────────────────────────────────────▶│
+ │               │                │               │   INSERT images│
+ │               │                │               │                │
+ │               │ Export to CSV/JSON             │                │
+ │               │◀────────────────────────────────────────────────┤
+ │               │   Query all data               │                │
+ │◀──────────────┤                │               │                │
+ │   Results     │                │               │                │
+```
+
+## Data Flow Details
+
+### 1. **Page Retrieval & Caching**
+```
+Request URL
+    │
+    ├──▶ Check cache DB (with timestamp validation)
+    │    │
+    │    ├─[HIT]──▶ Decompress (if compressed=1)
+    │    │          └──▶ Return HTML
+    │    │
+    │    └─[MISS]─▶ Fetch via Playwright
+    │               │
+    │               ├──▶ Compress HTML (zlib level 9)
+    │               │    ~70-90% size reduction
+    │               │
+    │               └──▶ Store in cache DB (compressed=1)
+    │
+    └──▶ Return HTML for parsing
+```
+
+### 2. **JSON Parsing Strategy**
+```
+HTML Content
+    │
+    └──▶ Extract <script id="__NEXT_DATA__">
+         │
+         ├──▶ Parse JSON
+         │    │
+         │    ├─[has pageProps.lot]──▶ Individual LOT
+         │    │   └──▶ Extract: title, bid, location, images, etc.
+         │    │
+         │    └─[has pageProps.auction]──▶ AUCTION
+         │        │
+         │        ├─[has lots[] array]──▶ Auction with lots
+         │        │   └──▶ Extract: title, location, lots_count
+         │        │
+         │        └─[no lots[] array]──▶ Old format lot
+         │            └──▶ Parse as lot
+         │
+         └──▶ Fallback to HTML regex parsing (if JSON fails)
+```
+
+### 3. **Image Handling**
+```
+Lot Page Parsed
+    │
+    ├──▶ Extract images[] from JSON
+    │    │
+    │    └──▶ INSERT INTO images (lot_id, url, downloaded=0)
+    │
+    └──▶ [If DOWNLOAD_IMAGES=True]
+         │
+         ├──▶ Download each image
+         │    │
+         │    ├──▶ Save to: /images/{lot_id}/001.jpg
+         │    │
+         │    └──▶ UPDATE images SET local_path=?, downloaded=1
+         │
+         └──▶ Rate limit between downloads (0.5s)
+```
+
+## Key Configuration
+
+| Setting | Value | Purpose |
+|---------|-------|---------|
+| `CACHE_DB` | `/mnt/okcomputer/output/cache.db` | SQLite database path |
+| `IMAGES_DIR` | `/mnt/okcomputer/output/images` | Downloaded images storage |
+| `RATE_LIMIT_SECONDS` | `0.5` | Delay between requests |
+| `DOWNLOAD_IMAGES` | `False` | Toggle image downloading |
+| `MAX_PAGES` | `50` | Number of listing pages to crawl |
+
+## Output Files
+
+```
+/mnt/okcomputer/output/
+├── cache.db                              # SQLite database (compressed HTML + data)
+├── auctions_{timestamp}.json             # Exported auctions
+├── auctions_{timestamp}.csv              # Exported auctions
+├── lots_{timestamp}.json                 # Exported lots
+├── lots_{timestamp}.csv                  # Exported lots
+└── images/                               # Downloaded images (if enabled)
+    ├── A1-28505-5/
+    │   ├── 001.jpg
+    │   └── 002.jpg
+    └── A1-28505-6/
+        └── 001.jpg
+```
+
+## Extension Points for Integration
+
+### 1. **Downstream Processing Pipeline**
+```python
+# Query lots without downloaded images
+SELECT lot_id, url FROM images WHERE downloaded = 0
+
+# Process images: OCR, classification, etc.
+# Update status when complete
+UPDATE images SET downloaded = 1, local_path = ? WHERE id = ?
+```
+
+### 2. **Real-time Monitoring**
+```python
+# Check for new lots every N minutes
+SELECT COUNT(*) FROM lots WHERE scraped_at > datetime('now', '-1 hour')
+
+# Monitor bid changes
+SELECT lot_id, current_bid, bid_count FROM lots WHERE bid_count > 0
+```
+
+### 3. **Analytics & Reporting**
+```python
+# Top locations
+SELECT location, COUNT(*) as lot_count FROM lots GROUP BY location
+
+# Auction statistics
+SELECT
+    a.auction_id,
+    a.title,
+    COUNT(l.lot_id) as actual_lots,
+    SUM(CASE WHEN l.bid_count > 0 THEN 1 ELSE 0 END) as lots_with_bids
+FROM auctions a
+LEFT JOIN lots l ON a.auction_id = l.auction_id
+GROUP BY a.auction_id
+```
+
+### 4. **Image Processing Integration**
+```python
+# Get all images for a lot
+SELECT url, local_path FROM images WHERE lot_id = 'A1-28505-5'
+
+# Batch process unprocessed images
+SELECT i.id, i.lot_id, i.local_path, l.title, l.category
+FROM images i
+JOIN lots l ON i.lot_id = l.lot_id
+WHERE i.downloaded = 1 AND i.local_path IS NOT NULL
+```
+
+## Performance Characteristics
+
+- **Compression**: ~70-90% HTML size reduction (1GB → ~100-300MB)
+- **Rate Limiting**: Exactly 0.5s between requests (respectful scraping)
+- **Caching**: 24-hour default cache validity (configurable)
+- **Throughput**: ~7,200 pages/hour (with 0.5s rate limit)
+- **Scalability**: SQLite handles millions of rows efficiently
+
+## Error Handling
+
+- **Network failures**: Cached as status_code=500, retry after cache expiry
+- **Parse failures**: Falls back to HTML regex patterns
+- **Compression errors**: Auto-detects and handles uncompressed legacy data
+- **Missing fields**: Defaults to "No bids", empty string, or 0
+
+## Rate Limiting & Ethics
+
+- **REQUIRED**: 0.5 second delay between ALL requests
+- **Respects cache**: Avoids unnecessary re-fetching
+- **User-Agent**: Identifies as standard browser
+- **No parallelization**: Single-threaded sequential crawling

docs/DATABASE_ARCHITECTURE.md

@@ -0,0 +1,258 @@
+# Database Architecture
+
+## Overview
+
+The Auctiora auction monitoring system uses **SQLite** as its database engine, shared between the scraper process and the monitor application for simplicity and performance.
+
+## Current State (Dec 2025)
+
+- **Database**: `C:\mnt\okcomputer\output\cache.db`
+- **Size**: 1.6 GB
+- **Records**: 16,006 lots, 536,502 images
+- **Concurrent Processes**: 2 (scraper + monitor)
+- **Access Pattern**: Scraper writes, Monitor reads + occasional updates
+
+## Why SQLite?
+
+### ✅ Advantages for This Use Case
+
+1. **Embedded Architecture**
+   - No separate database server to manage
+   - Zero network latency (local file access)
+   - Perfect for single-machine scraping + monitoring
+
+2. **Excellent Read Performance**
+   - Monitor performs mostly SELECT queries
+   - Well-indexed access by `lot_id`, `url`, `auction_id`
+   - Sub-millisecond query times for simple lookups
+
+3. **Simplicity**
+   - Single file database
+   - Automatic backup via file copy
+   - No connection pooling or authentication overhead
+
+4. **Proven Scalability**
+   - Tested up to 281 TB database size
+   - 1.6 GB is only 0.0006% of capacity
+   - Handles billions of rows efficiently
+
+5. **WAL Mode for Concurrency**
+   - Multiple readers don't block each other
+   - Readers don't block writers
+   - Writers don't block readers
+   - Perfect for scraper + monitor workload
+
+## Configuration
+
+### Connection String (DatabaseService.java:28)
+```java
+jdbc:sqlite:C:\mnt\okcomputer\output\cache.db?journal_mode=WAL&busy_timeout=10000
+```
+
+### Key PRAGMAs (DatabaseService.java:38-40)
+```sql
+PRAGMA journal_mode=WAL;       -- Write-Ahead Logging for concurrency
+PRAGMA busy_timeout=10000;     -- 10s retry on lock contention
+PRAGMA synchronous=NORMAL;     -- Balance safety and performance
+```
+
+### What These Settings Do
+
+| Setting | Purpose | Impact |
+|---------|---------|--------|
+| `journal_mode=WAL` | Write-Ahead Logging | Enables concurrent read/write access |
+| `busy_timeout=10000` | Wait 10s on lock | Prevents immediate `SQLITE_BUSY` errors |
+| `synchronous=NORMAL` | Balanced sync mode | Faster writes, still crash-safe |
+
+## Schema Integration
+
+### Scraper Schema (Read-Only for Monitor)
+```sql
+CREATE TABLE lots (
+    lot_id TEXT PRIMARY KEY,
+    auction_id TEXT,
+    url TEXT UNIQUE,              -- ⚠️ Enforced by scraper
+    title TEXT,
+    current_bid TEXT,
+    closing_time TEXT,
+    manufacturer TEXT,
+    type TEXT,
+    year INTEGER,
+    currency TEXT DEFAULT 'EUR',
+    closing_notified INTEGER DEFAULT 0,
+    ...
+)
+```
+
+### Monitor Schema (Tables Created by Monitor)
+```sql
+CREATE TABLE images (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id INTEGER,
+    url TEXT,
+    local_path TEXT,
+    labels TEXT,                  -- Object detection results
+    processed_at INTEGER,
+    FOREIGN KEY (lot_id) REFERENCES lots(lot_id)
+)
+```
+
+### Handling Schema Conflicts
+
+**Problem**: Scraper has `UNIQUE` constraint on `lots.url`
+
+**Solution** (DatabaseService.java:361-424):
+```java
+// Try UPDATE first
+UPDATE lots SET ... WHERE lot_id = ?
+
+// If no rows updated, INSERT OR IGNORE
+INSERT OR IGNORE INTO lots (...) VALUES (...)
+```
+
+This approach:
+- ✅ Updates existing lots by `lot_id`
+- ✅ Skips inserts that violate UNIQUE constraints
+- ✅ No crashes on re-imports or duplicate URLs
+
+## Performance Characteristics
+
+### Current Performance
+- Simple SELECT by ID: <1ms
+- Full table scan (16K lots): ~50ms
+- Image INSERT: <5ms
+- Concurrent operations: No blocking observed
+
+### Scalability Projections
+
+| Metric | Current | 1 Year | 3 Years | SQLite Limit |
+|--------|---------|--------|---------|--------------|
+| Lots | 16K | 365K | 1M | 1B+ rows |
+| Images | 536K | 19M | 54M | 1B+ rows |
+| DB Size | 1.6GB | 36GB | 100GB | 281TB |
+| Queries | <1ms | <5ms | <20ms | Depends on indexes |
+
+## When to Migrate to PostgreSQL/MySQL
+
+### 🚨 Migration Triggers
+
+Consider migrating if you encounter **any** of these:
+
+1. **Concurrency Limits**
+   - >5 concurrent writers needed
+   - Frequent `SQLITE_BUSY` errors despite WAL mode
+   - Need for distributed access across multiple servers
+
+2. **Performance Degradation**
+   - Database >50GB AND queries >1s for simple SELECTs
+   - Complex JOIN queries become bottleneck
+   - Index sizes exceed available RAM
+
+3. **Operational Requirements**
+   - Need for replication (master/slave)
+   - Geographic distribution required
+   - High availability / failover needed
+   - Remote access from multiple locations
+
+4. **Advanced Features**
+   - Full-text search on large text fields
+   - Complex analytical queries (window functions, CTEs)
+   - User management and fine-grained permissions
+   - Connection pooling for web applications
+
+### Migration Path (If Needed)
+
+1. **Choose Database**: PostgreSQL (recommended) or MySQL
+2. **Schema Export**: Use SQLite `.schema` command
+3. **Data Migration**: Use `sqlite3-to-postgres` or custom scripts
+4. **Update Connection**: Change JDBC URL in `application.properties`
+5. **Update Queries**: Fix SQL dialect differences
+6. **Performance Tuning**: Create appropriate indexes
+
+Example PostgreSQL configuration:
+```properties
+# application.properties
+auction.database.url=jdbc:postgresql://localhost:5432/auctiora
+auction.database.username=monitor
+auction.database.password=${DB_PASSWORD}
+```
+
+## Current Recommendation: ✅ **Stick with SQLite**
+
+### Rationale
+
+1. **Sufficient Capacity**: 1.6GB is 0.0006% of SQLite's limit
+2. **Excellent Performance**: Sub-millisecond queries
+3. **Simple Operations**: No complex transactions or analytics
+4. **Low Concurrency**: Only 2 processes (scraper + monitor)
+5. **Local Architecture**: No need for network DB access
+6. **Zero Maintenance**: No DB server to manage or monitor
+
+### Monitoring Dashboard Metrics
+
+Track these to know when to reconsider:
+
+```sql
+-- Add to praetium.html dashboard
+SELECT
+  (SELECT COUNT(*) FROM lots) as lot_count,
+  (SELECT COUNT(*) FROM images) as image_count,
+  (SELECT page_count * page_size FROM pragma_page_count(), pragma_page_size()) as db_size_bytes,
+  (SELECT (page_count - freelist_count) * 100.0 / page_count FROM pragma_page_count(), pragma_freelist_count()) as db_utilization
+```
+
+**Review decision when**:
+- Database >20GB
+- Query times >500ms for simple lookups
+- More than 3 concurrent processes needed
+
+## Backup Strategy
+
+### Recommended Approach
+
+```bash
+# Nightly backup via Windows Task Scheduler
+sqlite3 C:\mnt\okcomputer\output\cache.db ".backup C:\backups\cache_$(date +%Y%m%d).db"
+
+# Keep last 30 days
+forfiles /P C:\backups /M cache_*.db /D -30 /C "cmd /c del @path"
+```
+
+### WAL File Management
+
+SQLite creates additional files in WAL mode:
+- `cache.db` - Main database
+- `cache.db-wal` - Write-Ahead Log
+- `cache.db-shm` - Shared memory
+
+**Important**: Backup all three files together for consistency.
+
+## Integration Points
+
+### Scraper Process
+- **Writes**: INSERT new lots, auctions, images
+- **Schema Owner**: Creates tables, enforces constraints
+- **Frequency**: Continuous (every 30 minutes)
+
+### Monitor Process (Auctiora)
+- **Reads**: SELECT lots, auctions for monitoring
+- **Writes**: UPDATE bid amounts, notification flags; INSERT image processing results
+- **Schema**: Adds `images` table for object detection
+- **Frequency**: Every 15 seconds (dashboard refresh)
+
+### Conflict Resolution
+
+| Conflict | Strategy | Implementation |
+|----------|----------|----------------|
+| Duplicate lot_id | UPDATE instead of INSERT | DatabaseService.upsertLot() |
+| Duplicate URL | INSERT OR IGNORE | Silent skip |
+| Oversized IDs (>Long.MAX_VALUE) | Return 0L, skip import | ScraperDataAdapter.extractNumericId() |
+| Invalid timestamps | Try-catch, log, continue | DatabaseService.getAllAuctions() |
+| Database locked | 10s busy_timeout + WAL | Connection string |
+
+## References
+
+- [SQLite Documentation](https://www.sqlite.org/docs.html)
+- [WAL Mode](https://www.sqlite.org/wal.html)
+- [SQLite Limits](https://www.sqlite.org/limits.html)
+- [When to Use SQLite](https://www.sqlite.org/whentouse.html)

docs/DATA_SYNC_SETUP.md

@@ -0,0 +1,109 @@
+# Production Data Sync Setup
+
+Quick reference for syncing production data from `athena.lan` to your local development environment.
+
+## 🚀 One-Command Setup
+
+### Linux/Mac
+```bash
+./scripts/sync-production-data.sh
+```
+
+## 📋 Complete Usage
+
+### Bash (Linux/Mac/Git Bash)
+```bash
+# Database only
+./scripts/sync-production-data.sh --db-only
+
+# Everything
+./scripts/sync-production-data.sh --all
+
+# Images only
+./scripts/sync-production-data.sh --images-only
+```
+
+## 🔧 What It Does
+
+1. **Connects to athena.lan** via SSH
+2. **Copies database** from Docker volume to /tmp
+3. **Downloads to local** machine (c:\mnt\okcomputer\cache.db)
+4. **Backs up** existing local database automatically
+5. **Shows statistics** (auction count, lot count, etc.)
+6. **Cleans up** temporary files on remote server
+
+### With Images
+- Also syncs the `/data/images/` directory
+- Uses rsync for incremental sync (if available)
+- Can be large (several GB)
+
+## 📊 What You Get
+
+### Database (`cache.db`)
+- **~8.9 GB** of production data
+- 16,000+ lots
+- 536,000+ images metadata
+- Full auction history
+- HTTP cache from scraper
+
+### Images (`images/`)
+- Downloaded lot images
+- Organized by lot ID
+- Variable size (can be large)
+
+## ⚡ Quick Workflow
+
+### Daily Development
+```powershell
+# Morning: Get fresh data
+.\scripts\Sync-ProductionData.sh -Force
+
+# Develop & test
+mvn quarkus:dev
+
+# View dashboard
+start http://localhost:8080
+```
+
+## 🔒 Safety Features
+
+- ✅ **Automatic backups** before overwriting
+- ✅ **Confirmation prompts** (unless `-Force`)
+- ✅ **Error handling** with clear messages
+- ✅ **Cleanup** of temporary files
+- ✅ **Non-destructive** - production data is never modified
+
+## 🐛 Troubleshooting
+
+### "Permission denied" or SSH errors
+```bash
+# Test SSH connection
+ssh tour@athena.lan "echo OK"
+
+# If fails, check your SSH key
+ssh-add -l
+```
+
+### Database already exists
+- Script automatically backs up existing database
+- Backup format: `cache.db.backup-YYYYMMDD-HHMMSS`
+
+### Slow image transfer
+- Install rsync for 10x faster incremental sync
+- Or sync database only: `.\scripts\Sync-ProductionData.sh` (default)
+
+## 📚 Full Documentation
+
+See [scripts/README.md](../scripts/README.md) for:
+- Prerequisites
+- Performance tips
+- Automation setup
+- Detailed troubleshooting
+
+## 🎯 Common Use Cases
+
+**Quick Links**:
+- [Main README](../README.md)
+- [Scripts Documentation](../scripts/README.md)
+- [Integration Flowchart](INTEGRATION_FLOWCHART.md)
+- [Intelligence Features](INTELLIGENCE_FEATURES_SUMMARY.md)

docs/EXPERT_ANALITICS.sql

@@ -0,0 +1,153 @@
+-- Extend 'lots' table
+ALTER TABLE lots
+    ADD COLUMN starting_bid DECIMAL(12, 2);
+ALTER TABLE lots
+    ADD COLUMN estimated_min DECIMAL(12, 2);
+ALTER TABLE lots
+    ADD COLUMN estimated_max DECIMAL(12, 2);
+ALTER TABLE lots
+    ADD COLUMN reserve_price DECIMAL(12, 2);
+ALTER TABLE lots
+    ADD COLUMN reserve_met BOOLEAN DEFAULT FALSE;
+ALTER TABLE lots
+    ADD COLUMN bid_increment DECIMAL(12, 2);
+ALTER TABLE lots
+    ADD COLUMN watch_count INTEGER DEFAULT 0;
+ALTER TABLE lots
+    ADD COLUMN view_count INTEGER DEFAULT 0;
+ALTER TABLE lots
+    ADD COLUMN first_bid_time TEXT;
+ALTER TABLE lots
+    ADD COLUMN last_bid_time TEXT;
+ALTER TABLE lots
+    ADD COLUMN bid_velocity DECIMAL(5, 2);
+-- bids per hour
+
+-- New table: bid history (CRITICAL)
+CREATE TABLE bid_history
+(
+    id         INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id     TEXT REFERENCES lots (lot_id),
+    bid_amount DECIMAL(12, 2) NOT NULL,
+    bid_time   TEXT           NOT NULL,
+    is_winning BOOLEAN DEFAULT FALSE,
+    is_autobid BOOLEAN DEFAULT FALSE,
+    bidder_id  TEXT, -- anonymized
+    created_at TEXT    DEFAULT CURRENT_TIMESTAMP
+);
+
+CREATE INDEX idx_bid_history_lot_time ON bid_history (lot_id, bid_time);
+-- Extend 'lots' table
+ALTER TABLE lots
+    ADD COLUMN condition_score DECIMAL(3, 2); -- 0.00-10.00
+ALTER TABLE lots
+    ADD COLUMN condition_description TEXT;
+ALTER TABLE lots
+    ADD COLUMN year_manufactured INTEGER;
+ALTER TABLE lots
+    ADD COLUMN serial_number TEXT;
+ALTER TABLE lots
+    ADD COLUMN originality_score DECIMAL(3, 2); -- % original parts
+ALTER TABLE lots
+    ADD COLUMN provenance TEXT;
+ALTER TABLE lots
+    ADD COLUMN comparable_lot_ids TEXT;
+-- JSON array
+
+-- New table: comparable sales
+CREATE TABLE comparable_sales
+(
+    id                       INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id                   TEXT REFERENCES lots (lot_id),
+    comparable_lot_id        TEXT,
+    similarity_score         DECIMAL(3, 2), -- 0.00-1.00
+    price_difference_percent DECIMAL(5, 2),
+    created_at               TEXT DEFAULT CURRENT_TIMESTAMP
+);
+
+-- New table: market indices
+CREATE TABLE market_indices
+(
+    id                INTEGER PRIMARY KEY AUTOINCREMENT,
+    category          TEXT NOT NULL,
+    manufacturer      TEXT,
+    avg_price         DECIMAL(12, 2),
+    median_price      DECIMAL(12, 2),
+    price_change_30d  DECIMAL(5, 2),
+    volume_change_30d DECIMAL(5, 2),
+    calculated_at     TEXT DEFAULT CURRENT_TIMESTAMP
+);
+-- Extend 'auctions' table
+ALTER TABLE auctions
+    ADD COLUMN auction_house TEXT;
+ALTER TABLE auctions
+    ADD COLUMN auction_house_rating DECIMAL(3, 2);
+ALTER TABLE auctions
+    ADD COLUMN buyers_premium_percent DECIMAL(5, 2);
+ALTER TABLE auctions
+    ADD COLUMN payment_methods TEXT; -- JSON
+ALTER TABLE auctions
+    ADD COLUMN shipping_cost_min DECIMAL(12, 2);
+ALTER TABLE auctions
+    ADD COLUMN shipping_cost_max DECIMAL(12, 2);
+ALTER TABLE auctions
+    ADD COLUMN seller_verified BOOLEAN DEFAULT FALSE;
+
+-- New table: auction performance metrics
+CREATE TABLE auction_metrics
+(
+    id                     INTEGER PRIMARY KEY AUTOINCREMENT,
+    auction_id             TEXT REFERENCES auctions (auction_id),
+    sell_through_rate      DECIMAL(5, 2),
+    avg_hammer_vs_estimate DECIMAL(5, 2),
+    total_hammer_price     DECIMAL(15, 2),
+    total_starting_price   DECIMAL(15, 2),
+    calculated_at          TEXT DEFAULT CURRENT_TIMESTAMP
+);
+
+-- New table: seasonal trends
+CREATE TABLE seasonal_trends
+(
+    id                   INTEGER PRIMARY KEY AUTOINCREMENT,
+    category             TEXT    NOT NULL,
+    month                INTEGER NOT NULL,
+    avg_price_multiplier DECIMAL(4, 2), -- vs annual avg
+    volume_multiplier    DECIMAL(4, 2),
+    PRIMARY KEY (category, month)
+);
+-- New table: external market data
+CREATE TABLE external_market_data
+(
+    id                  INTEGER PRIMARY KEY AUTOINCREMENT,
+    category            TEXT NOT NULL,
+    manufacturer        TEXT,
+    model               TEXT,
+    dealer_avg_price    DECIMAL(12, 2),
+    retail_avg_price    DECIMAL(12, 2),
+    wholesale_avg_price DECIMAL(12, 2),
+    source              TEXT,
+    fetched_at          TEXT DEFAULT CURRENT_TIMESTAMP
+);
+
+-- New table: image analysis results
+CREATE TABLE image_analysis
+(
+    id                   INTEGER PRIMARY KEY AUTOINCREMENT,
+    image_id             INTEGER REFERENCES images (id),
+    damage_detected      BOOLEAN,
+    damage_severity      DECIMAL(3, 2),
+    wear_level           TEXT CHECK (wear_level IN ('EXCELLENT', 'GOOD', 'FAIR', 'POOR')),
+    estimated_hours_used INTEGER,
+    ai_confidence        DECIMAL(3, 2)
+);
+
+-- New table: economic indicators
+CREATE TABLE economic_indicators
+(
+    id                INTEGER PRIMARY KEY AUTOINCREMENT,
+    indicator_date    TEXT NOT NULL,
+    currency          TEXT NOT NULL,
+    exchange_rate     DECIMAL(10, 4),
+    inflation_rate    DECIMAL(5, 2),
+    market_volatility DECIMAL(5, 2)
+);

docs/EXPERT_ANALITICS_PRIORITY.md

@@ -0,0 +1,38 @@
+```mermaid
+graph TD
+    A[Add bid_history table] --> B[Add watch_count + estimates]
+    B --> C[Create market_indices]
+    C --> D[Add condition + year fields]
+    D --> E[Build comparable matching]
+    E --> F[Enrich with auction house data]
+    F --> G[Add AI image analysis]
+```
+
+| Current Practice      | New Requirement                 | Why                       |
+|-----------------------|---------------------------------|---------------------------|
+| Scrape once per hour  | **Scrape every bid update**     | Capture velocity & timing |
+| Save only current bid | **Save full bid history**       | Detect patterns & sniping |
+| Ignore watchers       | **Track watch\_count**          | Predict competition       |
+| Skip auction metadata | **Capture house estimates**     | Anchor valuations         |
+| No historical data    | **Store sold prices**           | Train prediction models   |
+| Basic text scraping   | **Parse condition/serial/year** | Enable comparables        |
+
+
+```bazaar
+Week 1-2: Foundation
+Implement bid_history scraping (most critical)
+Add watch_count, starting_bid, estimated_min/max fields
+Calculate basic bid_velocity
+Week 3-4: Valuation
+Extract year_manufactured, manufacturer, condition_description
+Create market_indices (manually or via external API)
+Build comparable lot matching logic
+Week 5-6: Intelligence Layer
+Add auction house performance tracking
+Implement undervaluation detection algorithm
+Create price alert system
+Week 7-8: Automation
+Integrate image analysis API
+Add economic indicator tracking
+Refine ML-based price predictions
+```

docs/GraphQL.md

@@ -0,0 +1,126 @@
+# GraphQL Auction Schema Explorer
+
+A Python script for exploring and testing GraphQL queries against the TBAuctions storefront API. This tool helps understand the auction schema by testing different query structures and viewing the responses.
+
+## Features
+
+- Three pre-configured GraphQL queries with varying levels of detail
+- Asynchronous HTTP requests using aiohttp for efficient testing
+- Error handling and formatted JSON output
+- Configurable auction ID, locale, and platform parameters
+
+## Prerequisites
+
+- Python 3.7 or higher
+- Required packages: `aiohttp`
+
+## Installation
+
+1. Clone or download this script
+2. Install dependencies:
+
+```bash
+pip install aiohttp
+```
+
+## Usage
+
+Run the script directly:
+
+```bash
+python auction_explorer.py
+```
+
+Or make it executable and run:
+
+```bash
+chmod +x auction_explorer.py
+./auction_explorer.py
+```
+
+## Queries Included
+
+The script tests three different query structures:
+
+### 1. `viewingDays_simple`
+Basic query that retrieves city and country code for viewing days.
+
+### 2. `viewingDays_with_times`
+Extended query that includes date ranges (`from` and `to`) along with city information.
+
+### 3. `full_auction`
+Comprehensive query that fetches:
+- Auction ID and display ID
+- Bidding status
+- Buyer's premium
+- Viewing days with location and timing
+- Collection days with location and timing
+
+## Configuration
+
+Modify these variables in the script as needed:
+
+```python
+GRAPHQL_ENDPOINT = "https://storefront.tbauctions.com/storefront/graphql"
+auction_id = "9d5d9d6b-94de-4147-b523-dfa512d85dfa"  # Replace with your auction ID
+variables = {
+    "auctionId": auction_id,
+    "locale": "nl",      # Change locale as needed
+    "platform": "TWK"    # Change platform as needed
+}
+```
+
+## Output Format
+
+The script outputs:
+- Query name and separator
+- Success status with formatted JSON response
+- Or error messages if the query fails
+
+Example output:
+```
+============================================================
+QUERY: viewingDays_simple
+============================================================
+SUCCESS:
+{
+  "data": {
+    "auction": {
+      "viewingDays": [
+        {
+          "city": "Amsterdam",
+          "countryCode": "NL"
+        }
+      ]
+    }
+  }
+}
+```
+
+## Customization
+
+To add new queries, extend the `QUERIES` dictionary:
+
+```python
+QUERIES = {
+    "your_query_name": """
+    query YourQuery($auctionId: TbaUuid!, $locale: String!, $platform: Platform!) {
+        auction(id: $auctionId, locale: $locale, platform: $platform) {
+            # Your fields here
+        }
+    }
+    """,
+    # ... existing queries
+}
+```
+
+## Notes
+
+- The script includes a 500ms delay between queries to avoid rate limiting
+- Timeout is set to 30 seconds per request
+- All queries use the same GraphQL endpoint and variables
+- Error responses are displayed in a readable format
+
+## License
+
+This script is provided for educational and exploratory purposes.

docs/INTEGRATION_FLOWCHART.md

@@ -0,0 +1,393 @@
+# Auctiora Intelligence Integration Flowchart
+
+## Complete System Integration Diagram
+
+```
+┌─────────────────────────────────────────────────────────────────────────────┐
+│                    COMPLETE SYSTEM INTEGRATION DIAGRAM                       │
+└─────────────────────────────────────────────────────────────────────────────┘
+
+┌──────────────────────────────────────────────────────────────────────────────┐
+│  PHASE 1: EXTERNAL SCRAPER (Python/Playwright) - ARCHITECTURE-TROOSTWIJK    │
+└──────────────────────────────────────────────────────────────────────────────┘
+                                      │
+        ┌─────────────────────────────┼─────────────────────────────┐
+        ▼                             ▼                             ▼
+  [Listing Pages]              [Auction Pages]              [Lot Pages]
+  /auctions?page=N             /a/auction-id                /l/lot-id
+        │                             │                             │
+        │ Extract URLs                │ Parse __NEXT_DATA__         │ Parse __NEXT_DATA__
+        ├────────────────────────────▶│ JSON (GraphQL)              │ JSON (GraphQL)
+        │                             │                             │
+        │                             ▼                             ▼
+        │                    ┌────────────────┐           ┌────────────────┐
+        │                    │ INSERT auctions│           │  INSERT lots   │
+        │                    │ to SQLite      │           │  INSERT images │
+        │                    └────────────────┘           │  (URLs only)   │
+        │                             │                   └────────────────┘
+        │                             │                            │
+        └─────────────────────────────┴────────────────────────────┘
+                                      ▼
+                            ┌──────────────────┐
+                            │  SQLITE DATABASE │
+                            │  output/cache.db │
+                            └──────────────────┘
+                                      │
+                    ┌─────────────────┼─────────────────┐
+                    ▼                 ▼                 ▼
+            [auctions table]   [lots table]    [images table]
+            - auction_id       - lot_id        - id
+            - title            - auction_id    - lot_id
+            - location         - title         - url
+            - lots_count       - current_bid   - local_path
+            - closing_time     - bid_count     - downloaded=0
+                               - closing_time
+                               - followersCount ⭐ NEW
+                               - estimatedMin ⭐ NEW
+                               - estimatedMax ⭐ NEW
+                               - nextBidStepInCents ⭐ NEW
+                               - condition ⭐ NEW
+                               - vat ⭐ NEW
+                               - buyerPremiumPercentage ⭐ NEW
+                               - quantity ⭐ NEW
+                               - biddingStatus ⭐ NEW
+                               - remarks ⭐ NEW
+                                      │
+┌─────────────────────────────────────┴─────────────────────────────────────┐
+│  PHASE 2: MONITORING & PROCESSING (Java) - THIS PROJECT                   │
+└────────────────────────────────────────────────────────────────────────────┘
+                                      │
+                    ┌─────────────────┼─────────────────┐
+                    ▼                 ▼                 ▼
+         [TroostwijkMonitor]  [DatabaseService]  [ScraperDataAdapter]
+                    │                 │                 │
+                    │ Read lots       │ Query lots      │ Transform data
+                    │ every hour      │ Import images   │ TEXT → INTEGER
+                    │                 │                 │ "€123" → 123.0
+                    └─────────────────┴─────────────────┘
+                                      │
+            ┌─────────────────────────┼─────────────────────────┐
+            ▼                         ▼                         ▼
+   [Bid Monitoring]         [Image Processing]        [Closing Alerts]
+   Check API every 1h       Download images           Check < 5 min
+            │                         │                         │
+            │ New bid?                │ Process via             │ Time critical?
+            ├─[YES]──────────┐        │ ObjectDetection         ├─[YES]────┐
+            │                 │        │                         │          │
+            ▼                 │        ▼                         │          │
+   [Update current_bid]       │  ┌──────────────────┐          │          │
+   in database                │  │ YOLO Detection   │          │          │
+                              │  │ OpenCV DNN       │          │          │
+                              │  └──────────────────┘          │          │
+                              │         │                       │          │
+                              │         │ Detect objects        │          │
+                              │         ├─[vehicle]            │          │
+                              │         ├─[furniture]          │          │
+                              │         ├─[machinery]          │          │
+                              │         │                       │          │
+                              │         ▼                       │          │
+                              │  [Save labels to DB]            │          │
+                              │  [Estimate value]               │          │
+                              │         │                       │          │
+                              │         │                       │          │
+                              └─────────┴───────────────────────┴──────────┘
+                                                │
+┌───────────────────────────────────────────────┴────────────────────────────┐
+│  PHASE 3: INTELLIGENCE LAYER ⭐ NEW - PREDICTIVE ANALYTICS                │
+└────────────────────────────────────────────────────────────────────────────┘
+                                                │
+                              ┌─────────────────┴─────────────────┐
+                              ▼                                   ▼
+                   [Intelligence Engine]              [Analytics Calculations]
+                              │                                   │
+          ┌───────────────────┼──────────────┐                   │
+          ▼                   ▼              ▼                   │
+   [Sleeper Detection]  [Bargain Finder] [Popularity Tracker]   │
+   High followers       Price < estimate  Watch count analysis   │
+   Low current bid      Opportunity       Competition level      │
+          │                   │              │                   │
+          │                   │              │                   │
+          └───────────────────┴──────────────┴───────────────────┘
+                                                │
+                              ┌─────────────────┴─────────────────┐
+                              ▼                                   ▼
+                   [Total Cost Calculator]              [Next Bid Calculator]
+                   Current bid × (1 + VAT/100)         Current bid + increment
+                   × (1 + premium/100)                 (from API or calculated)
+                              │                                   │
+                              └─────────────────┬─────────────────┘
+                                                │
+┌───────────────────────────────────────────────┴────────────────────────────┐
+│  PHASE 4: NOTIFICATION SYSTEM - USER INTERACTION TRIGGERS                  │
+└────────────────────────────────────────────────────────────────────────────┘
+                                                │
+                              ┌─────────────────┴─────────────────┐
+                              ▼                                   ▼
+                   [NotificationService]                [User Decision Points]
+                              │                                   │
+          ┌───────────────────┼───────────────────┐              │
+          ▼                   ▼                   ▼              │
+   [Desktop Notify]    [Email Notify]     [Priority Level]       │
+   Windows/macOS/      Gmail SMTP          0=Normal              │
+   Linux system        (FREE)              1=High                │
+   tray                                                           │
+          │                   │                   │              │
+          └───────────────────┴───────────────────┘              │
+                              │                                  │
+                              ▼                                  ▼
+                    ┌──────────────────┐              ┌──────────────────┐
+                    │ USER INTERACTION │              │ TRIGGER EVENTS:  │
+                    │ NOTIFICATIONS    │              │                  │
+                    └──────────────────┘              └──────────────────┘
+                              │                                  │
+          ┌───────────────────┼───────────────────┐             │
+          ▼                   ▼                   ▼             │
+┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐ │
+│ 1. BID CHANGE    │ │ 2. OBJECT        │ │ 3. CLOSING       │ │
+│                  │ │    DETECTED       │ │    ALERT         │ │
+│ "Nieuw bod op    │ │                  │ │                  │ │
+│  kavel 12345:    │ │ "Lot contains:   │ │ "Kavel 12345     │ │
+│  €150 (was €125)"│ │  - Vehicle       │ │  sluit binnen    │ │
+│                  │ │  - Machinery     │ │  5 min."         │ │
+│ Priority: NORMAL │ │  Est: €5000"     │ │ Priority: HIGH   │ │
+│                  │ │                  │ │                  │ │
+│ Action needed:   │ │ Action needed:   │ │ Action needed:   │ │
+│ ▸ Place bid?     │ │ ▸ Review item?   │ │ ▸ Place final    │ │
+│ ▸ Monitor?       │ │ ▸ Confirm value? │ │   bid?           │ │
+│ ▸ Ignore?        │ │ ▸ Add to watch?  │ │ ▸ Let expire?    │ │
+└──────────────────┘ └──────────────────┘ └──────────────────┘ │
+          │                   │                   │             │
+          └───────────────────┴───────────────────┴─────────────┘
+                              │
+                              ▼
+┌─────────────────────────────────────────────────────────────────────────────┐
+│  INTELLIGENCE NOTIFICATIONS ⭐ NEW                                          │
+├─────────────────────────────────────────────────────────────────────────────┤
+│                                                                              │
+│  4. SLEEPER LOT ALERT                                                       │
+│     "Lot 12345: 25 watchers, only €50 bid - Opportunity!"                  │
+│     Action: ▸ Place strategic bid  ▸ Monitor competition  ▸ Set alert     │
+│                                                                              │
+│  5. BARGAIN DETECTED                                                        │
+│     "Lot 67890: Current €200, Estimate €400-€600 - Below estimate!"        │
+│     Action: ▸ Bid now  ▸ Research comparable  ▸ Add to watchlist          │
+│                                                                              │
+│  6. HIGH COMPETITION WARNING                                                │
+│     "Lot 11111: 75 watchers, bid velocity 5/hr - Strong competition"       │
+│     Action: ▸ Review strategy  ▸ Set max bid  ▸ Find alternatives         │
+│                                                                              │
+│  7. TOTAL COST NOTIFICATION                                                 │
+│     "True cost: €500 bid + €105 VAT (21%) + €50 premium (10%) = €655"      │
+│     Action: ▸ Confirm budget  ▸ Adjust bid  ▸ Calculate logistics         │
+│                                                                              │
+└─────────────────────────────────────────────────────────────────────────────┘
+```
+
+## Intelligence Dashboard Flow
+
+```mermaid
+flowchart TD
+    subgraph P1["PHASE 1: DATA COLLECTION"]
+        A1[GraphQL API] --> A2[Scraper Extracts 15+ New Fields]
+        A2 --> A3[followersCount]
+        A2 --> A4[estimatedMin/Max]
+        A2 --> A5[nextBidStepInCents]
+        A2 --> A6[vat + buyerPremiumPercentage]
+        A2 --> A7[condition + biddingStatus]
+
+        A3 & A4 & A5 & A6 & A7 --> DB[(SQLite Database)]
+    end
+
+    DB --> P2_Entry
+
+    subgraph P2["PHASE 2: INTELLIGENCE PROCESSING"]
+        P2_Entry[Lot.java Model] --> Intelligence[Intelligence Methods]
+
+        Intelligence --> Sleeper[isSleeperLot<br/>High followers, low bid]
+        Intelligence --> Bargain[isBelowEstimate<br/>Price < estimate]
+        Intelligence --> Popular[getPopularityLevel<br/>Watch count tiers]
+        Intelligence --> Cost[calculateTotalCost<br/>Bid + VAT + Premium]
+        Intelligence --> NextBid[calculateNextBid<br/>API increment]
+    end
+
+    P2_Entry --> API_Layer
+
+    subgraph API["PHASE 3: REST API ENDPOINTS"]
+        API_Layer[AuctionMonitorResource] --> E1[/intelligence/sleepers]
+        API_Layer --> E2[/intelligence/bargains]
+        API_Layer --> E3[/intelligence/popular]
+        API_Layer --> E4[/intelligence/price-analysis]
+        API_Layer --> E5[/lots/:id/intelligence]
+        API_Layer --> E6[/charts/watch-distribution]
+    end
+
+    E1 & E2 & E3 & E4 & E5 & E6 --> Dashboard
+
+    subgraph UI["PHASE 4: INTELLIGENCE DASHBOARD"]
+        Dashboard[index.html] --> Widget1[Sleeper Lots Widget<br/>Opportunities]
+        Dashboard --> Widget2[Bargain Lots Widget<br/>Below Estimate]
+        Dashboard --> Widget3[Popular Lots Widget<br/>High Competition]
+        Dashboard --> Table[Enhanced Table<br/>Watchers | Est. Range | Total Cost]
+
+        Table --> Badges[Smart Badges:<br/>DEAL | Watch Count | Time Left]
+    end
+
+    Widget1 --> UserAction
+    Widget2 --> UserAction
+    Widget3 --> UserAction
+    Table --> UserAction
+
+    subgraph Actions["PHASE 5: USER ACTIONS"]
+        UserAction[User Decision] --> Bid[Place Strategic Bid]
+        UserAction --> Monitor[Add to Watchlist]
+        UserAction --> Research[Research Comparables]
+        UserAction --> Calculate[Budget Calculator]
+    end
+```
+
+## Key Intelligence Features
+
+### 1. Follower/Watch Count Analytics
+- **Data Source**: `followersCount` from GraphQL API
+- **Intelligence Value**:
+  - Predict lot popularity before bidding wars
+  - Calculate interest-to-bid conversion rates
+  - Identify "sleeper" lots (high followers, low bids)
+  - Alert on sudden interest spikes
+
+### 2. Price vs Estimate Analysis
+- **Data Source**: `estimatedMin`, `estimatedMax` from GraphQL API
+- **Intelligence Value**:
+  - Identify bargains: `currentBid < estimatedMin`
+  - Identify overvalued: `currentBid > estimatedMax`
+  - Build pricing models per category
+  - Track auction house estimate accuracy
+
+### 3. True Cost Calculator
+- **Data Source**: `vat`, `buyerPremiumPercentage` from GraphQL API
+- **Intelligence Value**:
+  - Calculate total cost: `bid × (1 + VAT/100) × (1 + premium/100)`
+  - Budget planning with accurate all-in costs
+  - Compare true costs across lots
+  - Prevent bidding surprises
+
+### 4. Exact Bid Increment
+- **Data Source**: `nextBidStepInCents` from GraphQL API
+- **Intelligence Value**:
+  - Show exact next bid amount
+  - No calculation errors
+  - Better UX for bidding recommendations
+  - Strategic bid placement
+
+### 5. Structured Location & Category
+- **Data Source**: `cityLocation`, `countryCode`, `categoryPath` from GraphQL API
+- **Intelligence Value**:
+  - Filter by distance from user
+  - Calculate pickup logistics costs
+  - Category-based analytics
+  - Regional pricing trends
+
+## Integration Hooks & Timing
+
+| Event                          | Frequency         | Trigger                    | Notification Type          | User Action Required   |
+|--------------------------------|-------------------|----------------------------|----------------------------|------------------------|
+| **Sleeper lot detected**       | On data refresh   | followers > 10, bid < €100 | Desktop + Email            | Review opportunity     |
+| **Bargain detected**           | On data refresh   | bid < estimatedMin         | Desktop + Email            | Consider bidding       |
+| **High competition**           | On data refresh   | followers > 50             | Desktop                    | Review strategy        |
+| **Bid change detected**        | Every 1 hour      | Monitor detects higher bid | Desktop + Email            | Place counter-bid?     |
+| **Closing soon (< 30 min)**    | When detected     | Time-based check           | Desktop + Email            | Review lot             |
+| **Closing imminent (< 5 min)** | When detected     | Time-based check           | Desktop + Email (HIGH)     | Final bid decision     |
+| **Object detected**            | On image process  | YOLO finds objects         | Desktop + Email            | Confirm identification |
+| **True cost calculated**       | On page load      | User views lot             | Dashboard display          | Budget confirmation    |
+
+## API Endpoints Reference
+
+### Intelligence Endpoints
+- `GET /api/monitor/intelligence/sleepers` - Returns high-interest, low-bid lots
+- `GET /api/monitor/intelligence/bargains` - Returns lots priced below estimate
+- `GET /api/monitor/intelligence/popular?level={HIGH|MEDIUM|LOW}` - Returns lots by popularity
+- `GET /api/monitor/intelligence/price-analysis` - Returns price vs estimate statistics
+- `GET /api/monitor/lots/{lotId}/intelligence` - Returns detailed intelligence for specific lot
+
+### Chart Endpoints
+- `GET /api/monitor/charts/watch-distribution` - Returns follower count distribution
+- `GET /api/monitor/charts/country-distribution` - Returns geographic distribution
+- `GET /api/monitor/charts/category-distribution` - Returns category distribution
+- `GET /api/monitor/charts/bidding-trend?hours=24` - Returns time series data
+
+## Dashboard Intelligence Widgets
+
+### Sleeper Lots Widget
+- **Color**: Purple gradient
+- **Icon**: Eye (fa-eye)
+- **Metric**: Count of lots with followers > 10 and bid < €100
+- **Action**: Click to filter table to sleeper lots only
+
+### Bargain Lots Widget
+- **Color**: Green gradient
+- **Icon**: Tag (fa-tag)
+- **Metric**: Count of lots where current bid < estimated minimum
+- **Action**: Click to filter table to bargain lots only
+
+### Popular/Hot Lots Widget
+- **Color**: Orange gradient
+- **Icon**: Fire (fa-fire)
+- **Metric**: Count of lots with followers > 20
+- **Action**: Click to filter table to popular lots only
+
+## Enhanced Table Features
+
+### New Columns
+1. **Watchers** - Shows follower count with color-coded badges:
+   - 50+ followers: Red (high competition)
+   - 21-50 followers: Orange (medium competition)
+   - 6-20 followers: Blue (some interest)
+   - 0-5 followers: Gray (minimal interest)
+
+2. **Est. Range** - Shows auction house estimate: `€min-€max`
+   - Displays "DEAL" badge if current bid < estimate
+
+3. **Total Cost** - Shows true cost including VAT and buyer premium:
+   - Hover tooltip shows breakdown: `Including VAT (21%) + Premium (10%)`
+
+### Smart Indicators
+- **DEAL Badge**: Green badge when `currentBid < estimatedMin`
+- **Watch Count Badge**: Color-coded by competition level
+- **Urgency Badge**: Time-based coloring (< 10 min = red)
+
+## Technical Implementation
+
+### Backend (Java)
+- **File**: `src/main/java/auctiora/Lot.java`
+  - Added 24 new fields from GraphQL API
+  - Added 9 intelligence calculation methods
+  - Immutable record with Lombok `@With` annotation
+
+- **File**: `src/main/java/auctiora/AuctionMonitorResource.java`
+  - Added 6 new REST API endpoints
+  - Enhanced insights with sleeper/bargain/popular detection
+  - Added watch distribution chart endpoint
+
+### Frontend (HTML/JavaScript)
+- **File**: `src/main/resources/META-INF/resources/index.html`
+  - Added 3 intelligence widgets with click handlers
+  - Enhanced closing soon table with 3 new columns
+  - Added `fetchIntelligenceData()` function
+  - Added smart badges and color coding
+  - Added total cost calculator display
+
+## Future Enhancements
+
+1. **Bid History Table** - Track bid changes over time
+2. **Comparative Analytics** - Compare similar lots across auctions
+3. **Machine Learning** - Predict final hammer price based on patterns
+4. **Geographic Filtering** - Distance-based sorting and filtering
+5. **Email Alerts** - Custom alerts for sleepers, bargains, etc.
+6. **Mobile App** - Push notifications for time-critical events
+7. **Bid Automation** - Auto-bid up to maximum with increment logic
+
+---
+
+**Last Updated**: December 2025
+**Version**: 2.1
+**Author**: Auctiora Intelligence Team

docs/QUARKUS_GUIDE.md

@@ -0,0 +1,650 @@
+# Quarkus Auction Monitor - Complete Guide
+
+## 🚀 Overview
+
+The Troostwijk Auction Monitor now runs on **Quarkus**, a Kubernetes-native Java framework optimized for fast startup and low memory footprint.
+
+### Key Features
+
+✅ **Quarkus Scheduler** - Built-in cron-based scheduling
+✅ **REST API** - Control and monitor via HTTP endpoints
+✅ **Health Checks** - Kubernetes-ready liveness/readiness probes
+✅ **CDI/Dependency Injection** - Type-safe service management
+✅ **Fast Startup** - 0.5s startup time
+✅ **Low Memory** - ~50MB RSS memory footprint
+✅ **Hot Reload** - Development mode with live coding
+
+---
+
+## 📦 Quick Start
+
+### Option 1: Run with Maven (Development)
+
+```bash
+# Start in dev mode with live reload
+mvn quarkus:dev
+
+# Access application
+# API: http://localhost:8081/api/monitor/status
+# Health: http://localhost:8081/health
+```
+
+### Option 2: Build and Run JAR
+
+```bash
+# Build
+mvn clean package
+
+# Run
+java -jar target/quarkus-app/quarkus-run.jar
+
+# Or use fast-jar (recommended for production)
+mvn clean package -Dquarkus.package.jar.type=fast-jar
+java -jar target/quarkus-app/quarkus-run.jar
+```
+
+### Option 3: Docker
+
+```bash
+# Build image
+docker build -t auction-monitor:latest .
+
+# Run container
+docker run -p 8081:8081 \
+  -v $(pwd)/data:/mnt/okcomputer/output \
+  auction-monitor:latest
+```
+
+### Option 4: Docker Compose (Recommended)
+
+```bash
+# Start services
+docker-compose up -d
+
+# View logs
+docker-compose logs -f
+
+# Stop services
+docker-compose down
+```
+
+---
+
+## 🔧 Configuration
+
+### application.properties
+
+All configuration is in `src/main/resources/application.properties`:
+
+```properties
+# Database
+auction.database.path=C:\\mnt\\okcomputer\\output\\cache.db
+auction.images.path=C:\\mnt\\okcomputer\\output\\images
+
+# Notifications
+auction.notification.config=desktop
+# Or for email: smtp:your@gmail.com:app_password:recipient@example.com
+
+# YOLO Models (optional)
+auction.yolo.config=models/yolov4.cfg
+auction.yolo.weights=models/yolov4.weights
+auction.yolo.classes=models/coco.names
+
+# Workflow Schedules (cron expressions)
+auction.workflow.scraper-import.cron=0 */30 * * * ?      # Every 30 min
+auction.workflow.image-processing.cron=0 0 * * * ?       # Every 1 hour
+auction.workflow.bid-monitoring.cron=0 */15 * * * ?      # Every 15 min
+auction.workflow.closing-alerts.cron=0 */5 * * * ?       # Every 5 min
+
+# HTTP Server
+quarkus.http.port=8081
+quarkus.http.host=0.0.0.0
+```
+
+### Environment Variables
+
+Override configuration with environment variables:
+
+```bash
+export AUCTION_DATABASE_PATH=/path/to/cache.db
+export AUCTION_NOTIFICATION_CONFIG=desktop
+export QUARKUS_HTTP_PORT=8081
+```
+
+---
+
+## 📅 Scheduled Workflows
+
+Quarkus automatically runs these workflows based on cron expressions:
+
+| Workflow | Schedule | Cron Expression | Description |
+|----------|----------|-----------------|-------------|
+| **Scraper Import** | Every 30 min | `0 */30 * * * ?` | Import auctions/lots from external scraper |
+| **Image Processing** | Every 1 hour | `0 0 * * * ?` | Download images & run object detection |
+| **Bid Monitoring** | Every 15 min | `0 */15 * * * ?` | Check for bid changes |
+| **Closing Alerts** | Every 5 min | `0 */5 * * * ?` | Send alerts for lots closing soon |
+
+### Cron Expression Format
+
+```
+┌───────────── second (0-59)
+│ ┌───────────── minute (0-59)
+│ │ ┌───────────── hour (0-23)
+│ │ │ ┌───────────── day of month (1-31)
+│ │ │ │ ┌───────────── month (1-12)
+│ │ │ │ │ ┌───────────── day of week (0-6, Sunday=0)
+│ │ │ │ │ │
+0 */30 * * * ?  = Every 30 minutes
+0 0 * * * ?     = Every hour at minute 0
+0 0 0 * * ?     = Every day at midnight
+```
+
+---
+
+## 🌐 REST API
+
+### Base URL
+```
+http://localhost:8081/api/monitor
+```
+
+### Endpoints
+
+#### 1. Get Status
+```bash
+GET /api/monitor/status
+
+# Example
+curl http://localhost:8081/api/monitor/status
+
+# Response
+{
+  "running": true,
+  "auctions": 25,
+  "lots": 150,
+  "images": 300,
+  "closingSoon": 5
+}
+```
+
+#### 2. Get Statistics
+```bash
+GET /api/monitor/statistics
+
+# Example
+curl http://localhost:8081/api/monitor/statistics
+
+# Response
+{
+  "totalAuctions": 25,
+  "totalLots": 150,
+  "totalImages": 300,
+  "activeLots": 120,
+  "lotsWithBids": 80,
+  "totalBidValue": "€125,450.00",
+  "averageBid": "€1,568.13"
+}
+```
+
+#### 3. Trigger Workflows Manually
+
+```bash
+# Scraper Import
+POST /api/monitor/trigger/scraper-import
+curl -X POST http://localhost:8081/api/monitor/trigger/scraper-import
+
+# Image Processing
+POST /api/monitor/trigger/image-processing
+curl -X POST http://localhost:8081/api/monitor/trigger/image-processing
+
+# Bid Monitoring
+POST /api/monitor/trigger/bid-monitoring
+curl -X POST http://localhost:8081/api/monitor/trigger/bid-monitoring
+
+# Closing Alerts
+POST /api/monitor/trigger/closing-alerts
+curl -X POST http://localhost:8081/api/monitor/trigger/closing-alerts
+```
+
+#### 4. Get Auctions
+```bash
+# All auctions
+GET /api/monitor/auctions
+curl http://localhost:8081/api/monitor/auctions
+
+# Filter by country
+GET /api/monitor/auctions?country=NL
+curl http://localhost:8081/api/monitor/auctions?country=NL
+```
+
+#### 5. Get Lots
+```bash
+# Active lots
+GET /api/monitor/lots
+curl http://localhost:8081/api/monitor/lots
+
+# Lots closing soon (within 30 minutes by default)
+GET /api/monitor/lots/closing-soon
+curl http://localhost:8081/api/monitor/lots/closing-soon
+
+# Custom minutes threshold
+GET /api/monitor/lots/closing-soon?minutes=60
+curl http://localhost:8081/api/monitor/lots/closing-soon?minutes=60
+```
+
+#### 6. Get Lot Images
+```bash
+GET /api/monitor/lots/{lotId}/images
+
+# Example
+curl http://localhost:8081/api/monitor/lots/12345/images
+```
+
+#### 7. Test Notification
+```bash
+POST /api/monitor/test-notification
+Content-Type: application/json
+
+{
+  "message": "Test message",
+  "title": "Test Title",
+  "priority": "0"
+}
+
+# Example
+curl -X POST http://localhost:8081/api/monitor/test-notification \
+  -H "Content-Type: application/json" \
+  -d '{"message":"Test notification","title":"Test","priority":"0"}'
+```
+
+---
+
+## 🏥 Health Checks
+
+Quarkus provides built-in health checks for Kubernetes/Docker:
+
+### Liveness Probe
+```bash
+GET /health/live
+
+# Example
+curl http://localhost:8081/health/live
+
+# Response
+{
+  "status": "UP",
+  "checks": [
+    {
+      "name": "Auction Monitor is alive",
+      "status": "UP"
+    }
+  ]
+}
+```
+
+### Readiness Probe
+```bash
+GET /health/ready
+
+# Example
+curl http://localhost:8081/health/ready
+
+# Response
+{
+  "status": "UP",
+  "checks": [
+    {
+      "name": "database",
+      "status": "UP",
+      "data": {
+        "auctions": 25
+      }
+    }
+  ]
+}
+```
+
+### Startup Probe
+```bash
+GET /health/started
+
+# Example
+curl http://localhost:8081/health/started
+```
+
+### Combined Health
+```bash
+GET /health
+
+# Returns all health checks
+curl http://localhost:8081/health
+```
+
+---
+
+## 🐳 Docker Deployment
+
+### Build Image
+
+```bash
+docker build -t auction-monitor:1.0 .
+```
+
+### Run Container
+
+```bash
+docker run -d \
+  --name auction-monitor \
+  -p 8081:8081 \
+  -v $(pwd)/data:/mnt/okcomputer/output \
+  -e AUCTION_NOTIFICATION_CONFIG=desktop \
+  auction-monitor:1.0
+```
+
+### Docker Compose
+
+```yaml
+version: '3.8'
+services:
+  auction-monitor:
+    image: auction-monitor:1.0
+    ports:
+      - "8081:8081"
+    volumes:
+      - ./data:/mnt/okcomputer/output
+    environment:
+      - AUCTION_DATABASE_PATH=/mnt/okcomputer/output/cache.db
+      - AUCTION_NOTIFICATION_CONFIG=desktop
+    healthcheck:
+      test: ["CMD", "wget", "--spider", "http://localhost:8081/health/live"]
+      interval: 30s
+      timeout: 3s
+      retries: 3
+```
+
+---
+
+## ☸️ Kubernetes Deployment
+
+### deployment.yaml
+
+```yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: auction-monitor
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: auction-monitor
+  template:
+    metadata:
+      labels:
+        app: auction-monitor
+    spec:
+      containers:
+      - name: auction-monitor
+        image: auction-monitor:1.0
+        ports:
+        - containerPort: 8081
+        env:
+        - name: AUCTION_DATABASE_PATH
+          value: /data/cache.db
+        - name: QUARKUS_HTTP_PORT
+          value: "8081"
+        volumeMounts:
+        - name: data
+          mountPath: /mnt/okcomputer/output
+        livenessProbe:
+          httpGet:
+            path: /health/live
+            port: 8081
+          initialDelaySeconds: 10
+          periodSeconds: 30
+        readinessProbe:
+          httpGet:
+            path: /health/ready
+            port: 8081
+          initialDelaySeconds: 5
+          periodSeconds: 10
+        startupProbe:
+          httpGet:
+            path: /health/started
+            port: 8081
+          failureThreshold: 30
+          periodSeconds: 10
+      volumes:
+      - name: data
+        persistentVolumeClaim:
+          claimName: auction-data-pvc
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: auction-monitor
+spec:
+  selector:
+    app: auction-monitor
+  ports:
+  - port: 8081
+    targetPort: 8081
+  type: LoadBalancer
+```
+
+---
+
+## 🔄 Development Mode
+
+Quarkus dev mode provides live reload for rapid development:
+
+```bash
+# Start dev mode
+mvn quarkus:dev
+
+# Features available:
+# - Live reload (no restart needed)
+# - Dev UI: http://localhost:8081/q/dev/
+# - Continuous testing
+# - Debug on port 5005
+```
+
+### Dev UI
+
+Access at: `http://localhost:8081/q/dev/`
+
+Features:
+- Configuration editor
+- Scheduler dashboard
+- Health checks
+- REST endpoints explorer
+- Continuous testing
+
+---
+
+## 🧪 Testing
+
+### Run All Tests
+```bash
+mvn test
+```
+
+### Run Quarkus Tests
+```bash
+mvn test -Dtest=*QuarkusTest
+```
+
+### Integration Test with Running Application
+```bash
+# Terminal 1: Start application
+mvn quarkus:dev
+
+# Terminal 2: Run integration tests
+curl http://localhost:8081/api/monitor/status
+curl http://localhost:8081/health/live
+curl -X POST http://localhost:8081/api/monitor/trigger/scraper-import
+```
+
+---
+
+## 📊 Monitoring & Logging
+
+### View Logs
+
+```bash
+# Docker
+docker logs -f auction-monitor
+
+# Docker Compose
+docker-compose logs -f
+
+# Kubernetes
+kubectl logs -f deployment/auction-monitor
+```
+
+### Log Levels
+
+Configure in `application.properties`:
+
+```properties
+# Production
+quarkus.log.console.level=INFO
+
+# Development
+%dev.quarkus.log.console.level=DEBUG
+
+# Specific logger
+quarkus.log.category."com.auction".level=DEBUG
+```
+
+### Scheduled Job Logs
+
+```
+14:30:00 INFO  [com.auc.Qua] (executor-thread-1) 📥 [WORKFLOW 1] Importing scraper data...
+14:30:00 INFO  [com.auc.Qua] (executor-thread-1)   → Imported 5 auctions
+14:30:00 INFO  [com.auc.Qua] (executor-thread-1)   → Imported 25 lots
+14:30:00 INFO  [com.auc.Qua] (executor-thread-1)   ✓ Scraper import completed in 1250ms
+```
+
+---
+
+## ⚙️ Performance
+
+### Startup Time
+- **JVM Mode**: ~0.5 seconds
+- **Native Image**: ~0.014 seconds
+
+### Memory Footprint
+- **JVM Mode**: ~50MB RSS
+- **Native Image**: ~15MB RSS
+
+### Build Native Image (Optional)
+
+```bash
+# Requires GraalVM
+mvn package -Pnative
+
+# Run native executable
+./target/troostwijk-scraper-1.0-SNAPSHOT-runner
+```
+
+---
+
+## 🔐 Security
+
+### Environment Variables for Secrets
+
+```bash
+# Don't commit credentials!
+export AUCTION_NOTIFICATION_CONFIG=smtp:user@gmail.com:SECRET_PASSWORD:recipient@example.com
+
+# Or use Kubernetes secrets
+kubectl create secret generic auction-secrets \
+  --from-literal=notification-config='smtp:user@gmail.com:password:recipient@example.com'
+```
+
+### Kubernetes Secret
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: auction-secrets
+type: Opaque
+stringData:
+  notification-config: smtp:user@gmail.com:app_password:recipient@example.com
+```
+
+---
+
+## 🛠️ Troubleshooting
+
+### Issue: Schedulers not running
+
+**Check scheduler status:**
+```bash
+curl http://localhost:8081/health/ready
+```
+
+**Enable debug logging:**
+```properties
+quarkus.log.category."io.quarkus.scheduler".level=DEBUG
+```
+
+### Issue: Database not found
+
+**Check file permissions:**
+```bash
+ls -la C:/mnt/okcomputer/output/cache.db
+```
+
+**Create directory:**
+```bash
+mkdir -p C:/mnt/okcomputer/output
+```
+
+### Issue: Port 8081 already in use
+
+**Change port:**
+```bash
+mvn quarkus:dev -Dquarkus.http.port=8082
+# Or
+export QUARKUS_HTTP_PORT=8082
+```
+
+### Issue: Health check failing
+
+**Check application logs:**
+```bash
+docker logs auction-monitor
+```
+
+**Verify database connection:**
+```bash
+curl http://localhost:8081/health/ready
+```
+
+---
+
+## 📚 Additional Resources
+
+- [Quarkus Official Guide](https://quarkus.io/guides/)
+- [Quarkus Scheduler](https://quarkus.io/guides/scheduler)
+- [Quarkus REST](https://quarkus.io/guides/rest)
+- [Quarkus Health](https://quarkus.io/guides/smallrye-health)
+- [Quarkus Docker](https://quarkus.io/guides/container-image)
+
+---
+
+## Summary
+
+✅ **Quarkus Framework** integrated for modern Java development
+✅ **CDI/Dependency Injection** for clean architecture
+✅ **@Scheduled** annotations for cron-based workflows
+✅ **REST API** for control and monitoring
+✅ **Health Checks** for Kubernetes/Docker
+✅ **Fast Startup** and low memory footprint
+✅ **Docker/Kubernetes** ready
+✅ **Production** optimized
+
+**Run and enjoy! 🎉**

docs/RATE_LIMITING.md

@@ -0,0 +1,209 @@
+# HTTP Rate Limiting
+
+## Overview
+
+The Troostwijk Scraper implements **per-host HTTP rate limiting** to prevent overloading external services (especially Troostwijk APIs) and avoid getting blocked.
+
+## Features
+
+- ✅ **Per-host rate limiting** - Different limits for different hosts
+- ✅ **Token bucket algorithm** - Allows burst traffic while maintaining steady rate
+- ✅ **Automatic host detection** - Extracts host from URL automatically
+- ✅ **Request statistics** - Tracks success/failure/rate-limited requests
+- ✅ **Thread-safe** - Uses semaphores for concurrent request handling
+- ✅ **Configurable** - Via `application.properties`
+
+## Configuration
+
+Edit `src/main/resources/application.properties`:
+
+```properties
+# Default rate limit for all hosts (requests per second)
+auction.http.rate-limit.default-max-rps=2
+
+# Troostwijk-specific rate limit (requests per second)
+auction.http.rate-limit.troostwijk-max-rps=1
+
+# HTTP request timeout (seconds)
+auction.http.timeout-seconds=30
+```
+
+### Recommended Settings
+
+| Service | Max RPS | Reason |
+|---------|---------|--------|
+| `troostwijkauctions.com` | **1 req/s** | Prevent blocking by Troostwijk |
+| Other image hosts | **2 req/s** | Balance speed and politeness |
+
+## Usage
+
+The `RateLimitedHttpClient` is automatically injected into services that make HTTP requests:
+
+```java
+@Inject
+RateLimitedHttpClient httpClient;
+
+// GET request for text
+HttpResponse<String> response = httpClient.sendGet(url);
+
+// GET request for binary data (images)
+HttpResponse<byte[]> response = httpClient.sendGetBytes(imageUrl);
+```
+
+### Integrated Services
+
+1. **TroostwijkMonitor** - API calls for bid monitoring
+2. **ImageProcessingService** - Image downloads
+3. **QuarkusWorkflowScheduler** - Scheduled workflows
+
+## Monitoring
+
+### REST API Endpoints
+
+#### Get All Rate Limit Statistics
+```bash
+GET http://localhost:8081/api/monitor/rate-limit/stats
+```
+
+Response:
+```json
+{
+  "hosts": 2,
+  "statistics": {
+    "api.troostwijkauctions.com": {
+      "totalRequests": 150,
+      "successfulRequests": 148,
+      "failedRequests": 1,
+      "rateLimitedRequests": 0,
+      "averageDurationMs": 245
+    },
+    "images.troostwijkauctions.com": {
+      "totalRequests": 320,
+      "successfulRequests": 315,
+      "failedRequests": 5,
+      "rateLimitedRequests": 2,
+      "averageDurationMs": 892
+    }
+  }
+}
+```
+
+#### Get Statistics for Specific Host
+```bash
+GET http://localhost:8081/api/monitor/rate-limit/stats/api.troostwijkauctions.com
+```
+
+Response:
+```json
+{
+  "host": "api.troostwijkauctions.com",
+  "totalRequests": 150,
+  "successfulRequests": 148,
+  "failedRequests": 1,
+  "rateLimitedRequests": 0,
+  "averageDurationMs": 245
+}
+```
+
+## How It Works
+
+### Token Bucket Algorithm
+
+1. **Bucket initialization** - Starts with `maxRequestsPerSecond` tokens
+2. **Request consumption** - Each request consumes 1 token
+3. **Token refill** - Bucket refills every second
+4. **Blocking** - If no tokens available, request waits
+
+### Per-Host Rate Limiting
+
+The client automatically:
+1. Extracts hostname from URL (e.g., `api.troostwijkauctions.com`)
+2. Creates/retrieves rate limiter for that host
+3. Applies configured limit (Troostwijk-specific or default)
+4. Tracks statistics per host
+
+### Request Flow
+
+```
+Request → Extract Host → Get Rate Limiter → Acquire Token → Send Request → Record Stats
+                              ↓
+                      troostwijkauctions.com?
+                              ↓
+                    Yes: 1 req/s | No: 2 req/s
+```
+
+## Warning Signs
+
+Monitor for these indicators of rate limiting issues:
+
+| Metric | Warning Threshold | Action |
+|--------|------------------|--------|
+| `rateLimitedRequests` | > 0 | Server is rate limiting you - reduce `max-rps` |
+| `failedRequests` | > 5% | Investigate connection issues or increase timeout |
+| `averageDurationMs` | > 3000ms | Server may be slow - reduce load |
+
+## Testing
+
+### Manual Test via cURL
+
+```bash
+# Test Troostwijk API rate limiting
+for i in {1..10}; do
+  echo "Request $i at $(date +%T)"
+  curl -s http://localhost:8081/api/monitor/status > /dev/null
+  sleep 0.5
+done
+
+# Check statistics
+curl http://localhost:8081/api/monitor/rate-limit/stats | jq
+```
+
+### Check Logs
+
+Rate limiting is logged at DEBUG level:
+
+```
+03:15:23 DEBUG [RateLimitedHttpClient] HTTP 200 GET api.troostwijkauctions.com (245ms)
+03:15:24 DEBUG [RateLimitedHttpClient] HTTP 200 GET api.troostwijkauctions.com (251ms)
+03:15:25 WARN  [RateLimitedHttpClient] ⚠️  Rate limited by api.troostwijkauctions.com (HTTP 429)
+```
+
+## Troubleshooting
+
+### Problem: Getting HTTP 429 (Too Many Requests)
+
+**Solution:** Decrease `max-rps` for that host:
+```properties
+auction.http.rate-limit.troostwijk-max-rps=0.5
+```
+
+### Problem: Requests too slow
+
+**Solution:** Increase `max-rps` (be careful not to get blocked):
+```properties
+auction.http.rate-limit.default-max-rps=3
+```
+
+### Problem: Requests timing out
+
+**Solution:** Increase timeout:
+```properties
+auction.http.timeout-seconds=60
+```
+
+## Best Practices
+
+1. **Start conservative** - Begin with low limits (1 req/s)
+2. **Monitor statistics** - Watch `rateLimitedRequests` metric
+3. **Respect robots.txt** - Check host's crawling policy
+4. **Use off-peak hours** - Run heavy scraping during low-traffic times
+5. **Implement exponential backoff** - If receiving 429s, wait longer between retries
+
+## Future Enhancements
+
+Potential improvements:
+- [ ] Dynamic rate adjustment based on 429 responses
+- [ ] Exponential backoff on failures
+- [ ] Per-endpoint rate limiting (not just per-host)
+- [ ] Request queue visualization
+- [ ] Integration with external rate limit APIs (e.g., Redis)

docs/VALUATION.md

@@ -0,0 +1,304 @@
+# Auction Valuation Mathematics - Technical Reference
+
+## 1. Fair Market Value (FMV) - Core Valuation Formula
+
+The baseline valuation is calculated using a **weighted comparable sales approach**:
+
+$$
+FMV = \frac{\sum_{i=1}^{n} \left( P_i \cdot \omega_c \cdot \omega_t \cdot \omega_p \cdot \omega_h \right)}{\sum_{i=1}^{n} \left( \omega_c \cdot \omega_t \cdot \omega_p \cdot \omega_h \right)}
+$$
+
+**Variables:**
+- $P_i$ = Final hammer price of comparable lot *i* (€)
+- $\omega_c$ = **Condition weight**: $\exp(-\lambda_c \cdot |C_{target} - C_i|)$
+- $\omega_t$ = **Time weight**: $\exp(-\lambda_t \cdot |T_{target} - T_i|)$
+- $\omega_p$ = **Provenance weight**: $1 + \delta_p \cdot (P_{target} - P_i)$
+- $\omega_h$ = **Historical weight**: $\left( \frac{1}{1 + e^{-kh \cdot (D_i - D_{median})}} \right)$
+
+**Parameter Definitions:**
+- $C \in [0, 10]$ = Condition score (10 = perfect)
+- $T$ = Manufacturing year
+- $P \in \{0,1\}$ = Provenance flag (1 = documented history)
+- $D_i$ = Days since comparable sale
+- $\lambda_c = 0.693$ = Condition decay constant (50% weight at 1-point difference)
+- $\lambda_t = 0.048$ = Time decay constant (50% weight at 15-year difference)
+- $\delta_p = 0.15$ = Provenance premium coefficient
+- $kh = 0.01$ = Historical relevance coefficient
+
+---
+
+## 2. Condition Adjustment Multiplier
+
+Normalizes prices across condition states:
+
+$$
+M_{cond} = \exp\left( \alpha_c \cdot \sqrt{C_{target}} - \beta_c \right)
+$$
+
+**Variables:**
+- $\alpha_c = 0.15$ = Condition sensitivity parameter
+- $\beta_c = 0.40$ = Baseline condition offset
+- $C_{target}$ = Target lot condition score
+
+**Interpretation:**
+- $C = 10$ (mint): $M_{cond} = 1.48$ (48% premium over poor condition)
+- $C = 5$ (average): $M_{cond} = 0.91$
+
+---
+
+## 3. Time-Based Depreciation Model
+
+For equipment/machinery with measurable lifespan:
+
+$$
+V_{age} = V_{new} \cdot \left( 1 - \gamma \cdot \ln\left( 1 + \frac{Y_{current} - Y_{manu}}{Y_{expected}} \right) \right)
+$$
+
+**Variables:**
+- $V_{new}$ = Original market value (€)
+- $\gamma = 0.25$ = Depreciation aggressivity factor
+- $Y_{current}$ = Current year
+- $Y_{manu}$ = Manufacturing year
+- $Y_{expected}$ = Expected useful life span (years)
+
+**Example:** 10-year-old machinery with 25-year expected life retains 85% of value.
+
+---
+
+## 4. Provenance Premium Calculation
+
+$$
+\Delta_{prov} = V_{base} \cdot \left( \eta_0 + \eta_1 \cdot \ln(1 + N_{docs}) \right)
+$$
+
+**Variables:**
+- $V_{base}$ = Base valuation without provenance (€)
+- $N_{docs}$ = Number of verifiable provenance documents
+- $\eta_0 = 0.08$ = Base provenance premium (8%)
+- $\eta_1 = 0.035$ = Marginal document premium coefficient
+
+---
+
+## 5. Undervaluation Detection Score
+
+Critical for identifying mispriced opportunities:
+
+$$
+U_{score} = \frac{FMV - P_{current}}{FMV} \cdot \sigma_{market} \cdot \left( 1 + \frac{B_{velocity}}{B_{threshold}} \right) \cdot \ln\left( 1 + \frac{W_{watch}}{W_{bid}} \right)
+$$
+
+**Variables:**
+- $P_{current}$ = Current bid price (€)
+- $\sigma_{market} \in [0,1]$ = Market volatility factor (from indices)
+- $B_{velocity}$ = Bids per hour (bph)
+- $B_{threshold} = 10$ bph = High-velocity threshold
+- $W_{watch}$ = Watch count
+- $W_{bid}$ = Bid count
+
+**Trigger condition:** $U_{score} > 0.25$ (25% undervaluation) with confidence > 0.70
+
+---
+
+## 6. Bid Velocity Indicator (Competition Heat)
+
+Measures real-time competitive intensity:
+
+$$
+\Lambda_b(t) = \frac{dB}{dt} \cdot \exp\left( -\lambda_{cool} \cdot (t - t_{last}) \right)
+$$
+
+**Variables:**
+- $\frac{dB}{dt}$ = Bid frequency derivative (bids/minute)
+- $\lambda_{cool} = 0.1$ = Cool-down decay constant
+- $t_{last}$ = Timestamp of last bid (minutes)
+
+**Interpretation:**
+- $\Lambda_b > 5$ = **Hot lot** (bidding war likely)
+- $\Lambda_b < 0.5$ = **Cold lot** (potential sleeper)
+
+---
+
+## 7. Final Price Prediction Model
+
+Composite machine learning-style formula:
+
+$$
+\hat{P}_{final} = FMV \cdot \left( 1 + \epsilon_{bid} + \epsilon_{time} + \epsilon_{comp} \right)
+$$
+
+**Error Components:**
+
+- **Bid momentum error**:
+  $$\epsilon_{bid} = \tanh\left( \phi_1 \cdot \Lambda_b - \phi_2 \cdot \frac{P_{current}}{FMV} \right)$$
+
+- **Time-to-close error**:
+  $$\epsilon_{time} = \psi \cdot \exp\left( -\frac{t_{close}}{30} \right)$$
+
+- **Competition error**:
+  $$\epsilon_{comp} = \rho \cdot \ln\left( 1 + \frac{W_{watch}}{50} \right)$$
+
+**Parameters:**
+- $\phi_1 = 0.15$, $\phi_2 = 0.10$ = Bid momentum coefficients
+- $\psi = 0.20$ = Time pressure coefficient
+- $\rho = 0.08$ = Competition coefficient
+- $t_{close}$ = Minutes until close
+
+**Confidence interval**:
+$$
+CI_{95\%} = \hat{P}_{final} \pm 1.96 \cdot \sigma_{residual}
+$$
+
+---
+
+## 8. Bidding Strategy Recommendation Engine
+
+Optimal max bid and timing:
+
+$$
+S_{max} =
+\begin{cases}
+FMV \cdot (1 - \theta_{agg}) & \text{if } U_{score} > 0.20 \\
+FMV \cdot (1 + \theta_{cons}) & \text{if } \Lambda_b > 3 \\
+\hat{P}_{final} - \delta_{margin} & \text{otherwise}
+\end{cases}
+$$
+
+**Variables:**
+- $\theta_{agg} = 0.10$ = Aggressive buyer discount target (10% below FMV)
+- $\theta_{cons} = 0.05$ = Conservative buyer overbid tolerance
+- $\delta_{margin} = €50$ = Minimum margin below predicted final
+
+**Timing function**:
+$$
+t_{optimal} = t_{close} - \begin{cases}
+5 \text{ min} & \text{if } \Lambda_b < 1 \\
+30 \text{ sec} & \text{if } \Lambda_b > 5 \\
+10 \text{ min} & \text{otherwise}
+\end{cases}
+$$
+
+---
+
+## Variable Reference Table
+
+| Symbol | Variable | Unit | Data Source |
+|--------|----------|------|-------------|
+| $P_i$ | Comparable sale price | € | `bid_history.final` |
+| $C$ | Condition score | [0,10] | Image analysis + text parsing |
+| $T$ | Manufacturing year | Year | Lot description extraction |
+| $W_{watch}$ | Number of watchers | Count | Page metadata |
+| $\Lambda_b$ | Bid velocity | bids/min | `bid_history.timestamp` diff |
+| $t_{close}$ | Time until close | Minutes | `lots.closing_time` - NOW() |
+| $\sigma_{market}$ | Market volatility | [0,1] | `market_indices.price_change_30d` |
+| $N_{docs}$ | Provenance documents | Count | PDF link analysis |
+| $B_{velocity}$ | Bid acceleration | bph² | Second derivative of $\Lambda_b$ |
+
+---
+
+## Backend Implementation (Quarkus Pseudo-Code)
+
+```java
+@Inject
+MLModelService mlModel;
+
+public Valuation calculateFairMarketValue(Lot lot) {
+    List<Comparable> comparables = db.findComparables(lot, minSimilarity=0.75, limit=20);
+    
+    double weightedSum = 0.0;
+    double weightSum = 0.0;
+    
+    for (Comparable comp : comparables) {
+        double wc = Math.exp(-0.693 * Math.abs(lot.getConditionScore() - comp.getConditionScore()));
+        double wt = Math.exp(-0.048 * Math.abs(lot.getYear() - comp.getYear()));
+        double wp = 1 + 0.15 * (lot.hasProvenance() ? 1 : 0 - comp.hasProvenance() ? 1 : 0);
+        
+        double weight = wc * wt * wp;
+        weightedSum += comp.getFinalPrice() * weight;
+        weightSum += weight;
+    }
+    
+    double fm v = weightSum > 0 ? weightedSum / weightSum : lot.getEstimatedMin();
+    
+    // Apply condition multiplier
+    fm v *= Math.exp(0.15 * Math.sqrt(lot.getConditionScore()) - 0.40);
+    
+    return new Valuation(fm v, calculateConfidence(comparables.size()));
+}
+
+public BiddingStrategy getBiddingStrategy(String lotId) {
+    var lot = db.getLot(lotId);
+    var bidHistory = db.getBidHistory(lotId);
+    var watchers = lot.getWatchCount();
+    
+    // Analyze patterns
+    boolean isSnipeTarget = watchers > 50 && bidHistory.size() < 5;
+    boolean hasReserve = lot.getReservePrice() > 0;
+    double bidVelocity = calculateBidVelocity(bidHistory);
+    
+    // Strategy recommendation
+    String strategy = isSnipeTarget ? "SNIPING_DETECTED" : 
+                    (hasReserve && lot.getCurrentBid() < lot.getReservePrice() * 0.9) ? "RESERVE_AVOID" : 
+                    bidVelocity > 5.0 ? "AGGRESSIVE_COMPETITION" : "STANDARD";
+    
+    return new BiddingStrategy(
+        strategy,
+        calculateRecommendedMax(lot),
+        isSnipeTarget ? "FINAL_30_SECONDS" : "FINAL_10_MINUTES",
+        getCompetitionLevel(watchers, bidHistory.size())
+    );
+}
+```
+```sqlite
+-- Core bidding intelligence
+ALTER TABLE lots ADD COLUMN starting_bid DECIMAL(12,2);
+ALTER TABLE lots ADD COLUMN estimated_min DECIMAL(12,2);
+ALTER TABLE lots ADD COLUMN estimated_max DECIMAL(12,2);
+ALTER TABLE lots ADD COLUMN reserve_price DECIMAL(12,2);
+ALTER TABLE lots ADD COLUMN watch_count INTEGER DEFAULT 0;
+ALTER TABLE lots ADD COLUMN first_bid_time TEXT;
+ALTER TABLE lots ADD COLUMN last_bid_time TEXT;
+ALTER TABLE lots ADD COLUMN bid_velocity DECIMAL(5,2);
+
+-- Bid history (critical)
+CREATE TABLE bid_history (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id TEXT REFERENCES lots(lot_id),
+    bid_amount DECIMAL(12,2) NOT NULL,
+    bid_time TEXT NOT NULL,
+    is_winning BOOLEAN DEFAULT FALSE,
+    is_autobid BOOLEAN DEFAULT FALSE,
+    bidder_id TEXT,
+    created_at TEXT DEFAULT CURRENT_TIMESTAMP
+);
+
+-- Valuation support
+ALTER TABLE lots ADD COLUMN condition_score DECIMAL(3,2);
+ALTER TABLE lots ADD COLUMN year_manufactured INTEGER;
+ALTER TABLE lots ADD COLUMN provenance TEXT;
+
+CREATE TABLE comparable_sales (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id TEXT REFERENCES lots(lot_id),
+    comparable_lot_id TEXT,
+    similarity_score DECIMAL(3,2),
+    price_difference_percent DECIMAL(5,2)
+);
+
+CREATE TABLE market_indices (
+    category TEXT NOT NULL,
+    manufacturer TEXT,
+    avg_price DECIMAL(12,2),
+    price_change_30d DECIMAL(5,2),
+    PRIMARY KEY (category, manufacturer)
+);
+
+-- Alert system
+CREATE TABLE price_alerts (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    lot_id TEXT REFERENCES lots(lot_id),
+    alert_type TEXT CHECK(alert_type IN ('UNDervalued', 'ACCELERATING', 'RESERVE_IN_SIGHT')),
+    trigger_price DECIMAL(12,2),
+    is_triggered BOOLEAN DEFAULT FALSE
+);
+
+```

mvnw

@@ -0,0 +1,310 @@
+#!/bin/sh
+# ----------------------------------------------------------------------------
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+# ----------------------------------------------------------------------------
+
+# ----------------------------------------------------------------------------
+# Maven Start Up Batch script
+#
+# Required ENV vars:
+# ------------------
+#   JAVA_HOME - location of a JDK home dir
+#
+# Optional ENV vars
+# -----------------
+#   M2_HOME - location of maven2's installed home dir
+#   MAVEN_OPTS - parameters passed to the Java VM when running Maven
+#     e.g. to debug Maven itself, use
+#       set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000
+#   MAVEN_SKIP_RC - flag to disable loading of mavenrc files
+# ----------------------------------------------------------------------------
+
+if [ -z "$MAVEN_SKIP_RC" ] ; then
+
+  if [ -f /etc/mavenrc ] ; then
+    . /etc/mavenrc
+  fi
+
+  if [ -f "$HOME/.mavenrc" ] ; then
+    . "$HOME/.mavenrc"
+  fi
+
+fi
+
+# OS specific support.  $var _must_ be set to either true or false.
+cygwin=false;
+darwin=false;
+mingw=false
+case "`uname`" in
+  CYGWIN*) cygwin=true ;;
+  MINGW*) mingw=true;;
+  Darwin*) darwin=true
+    # Use /usr/libexec/java_home if available, otherwise fall back to /Library/Java/Home
+    # See https://developer.apple.com/library/mac/qa/qa1170/_index.html
+    if [ -z "$JAVA_HOME" ]; then
+      if [ -x "/usr/libexec/java_home" ]; then
+        export JAVA_HOME="`/usr/libexec/java_home`"
+      else
+        export JAVA_HOME="/Library/Java/Home"
+      fi
+    fi
+    ;;
+esac
+
+if [ -z "$JAVA_HOME" ] ; then
+  if [ -r /etc/gentoo-release ] ; then
+    JAVA_HOME=`java-config --jre-home`
+  fi
+fi
+
+if [ -z "$M2_HOME" ] ; then
+  ## resolve links - $0 may be a link to maven's home
+  PRG="$0"
+
+  # need this for relative symlinks
+  while [ -h "$PRG" ] ; do
+    ls=`ls -ld "$PRG"`
+    link=`expr "$ls" : '.*-> \(.*\)$'`
+    if expr "$link" : '/.*' > /dev/null; then
+      PRG="$link"
+    else
+      PRG="`dirname "$PRG"`/$link"
+    fi
+  done
+
+  saveddir=`pwd`
+
+  M2_HOME=`dirname "$PRG"`/..
+
+  # make it fully qualified
+  M2_HOME=`cd "$M2_HOME" && pwd`
+
+  cd "$saveddir"
+  # echo Using m2 at $M2_HOME
+fi
+
+# For Cygwin, ensure paths are in UNIX format before anything is touched
+if $cygwin ; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME=`cygpath --unix "$M2_HOME"`
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME=`cygpath --unix "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] &&
+    CLASSPATH=`cygpath --path --unix "$CLASSPATH"`
+fi
+
+# For Mingw, ensure paths are in UNIX format before anything is touched
+if $mingw ; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME="`(cd "$M2_HOME"; pwd)`"
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME="`(cd "$JAVA_HOME"; pwd)`"
+fi
+
+if [ -z "$JAVA_HOME" ]; then
+  javaExecutable="`which javac`"
+  if [ -n "$javaExecutable" ] && ! [ "`expr \"$javaExecutable\" : '\([^ ]*\)'`" = "no" ]; then
+    # readlink(1) is not available as standard on Solaris 10.
+    readLink=`which readlink`
+    if [ ! `expr "$readLink" : '\([^ ]*\)'` = "no" ]; then
+      if $darwin ; then
+        javaHome="`dirname \"$javaExecutable\"`"
+        javaExecutable="`cd \"$javaHome\" && pwd -P`/javac"
+      else
+        javaExecutable="`readlink -f \"$javaExecutable\"`"
+      fi
+      javaHome="`dirname \"$javaExecutable\"`"
+      javaHome=`expr "$javaHome" : '\(.*\)/bin'`
+      JAVA_HOME="$javaHome"
+      export JAVA_HOME
+    fi
+  fi
+fi
+
+if [ -z "$JAVACMD" ] ; then
+  if [ -n "$JAVA_HOME"  ] ; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
+      # IBM's JDK on AIX uses strange locations for the executables
+      JAVACMD="$JAVA_HOME/jre/sh/java"
+    else
+      JAVACMD="$JAVA_HOME/bin/java"
+    fi
+  else
+    JAVACMD="`which java`"
+  fi
+fi
+
+if [ ! -x "$JAVACMD" ] ; then
+  echo "Error: JAVA_HOME is not defined correctly." >&2
+  echo "  We cannot execute $JAVACMD" >&2
+  exit 1
+fi
+
+if [ -z "$JAVA_HOME" ] ; then
+  echo "Warning: JAVA_HOME environment variable is not set."
+fi
+
+CLASSWORLDS_LAUNCHER=org.codehaus.plexus.classworlds.launcher.Launcher
+
+# traverses directory structure from process work directory to filesystem root
+# first directory with .mvn subdirectory is considered project base directory
+find_maven_basedir() {
+
+  if [ -z "$1" ]
+  then
+    echo "Path not specified to find_maven_basedir"
+    return 1
+  fi
+
+  basedir="$1"
+  wdir="$1"
+  while [ "$wdir" != '/' ] ; do
+    if [ -d "$wdir"/.mvn ] ; then
+      basedir=$wdir
+      break
+    fi
+    # workaround for JBEAP-8937 (on Solaris 10/Sparc)
+    if [ -d "${wdir}" ]; then
+      wdir=`cd "$wdir/.."; pwd`
+    fi
+    # end of workaround
+  done
+  echo "${basedir}"
+}
+
+# concatenates all lines of a file
+concat_lines() {
+  if [ -f "$1" ]; then
+    echo "$(tr -s '\n' ' ' < "$1")"
+  fi
+}
+
+BASE_DIR=`find_maven_basedir "$(pwd)"`
+if [ -z "$BASE_DIR" ]; then
+  exit 1;
+fi
+
+##########################################################################################
+# Extension to allow automatically downloading the maven-wrapper.jar from Maven-central
+# This allows using the maven wrapper in projects that prohibit checking in binary data.
+##########################################################################################
+if [ -r "$BASE_DIR/.mvn/wrapper/maven-wrapper.jar" ]; then
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Found .mvn/wrapper/maven-wrapper.jar"
+    fi
+else
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Couldn't find .mvn/wrapper/maven-wrapper.jar, downloading it ..."
+    fi
+    if [ -n "$MVNW_REPOURL" ]; then
+      jarUrl="$MVNW_REPOURL/io/takari/maven-wrapper/0.5.6/maven-wrapper-0.5.6.jar"
+    else
+      jarUrl="https://repo.maven.apache.org/maven2/io/takari/maven-wrapper/0.5.6/maven-wrapper-0.5.6.jar"
+    fi
+    while IFS="=" read key value; do
+      case "$key" in (wrapperUrl) jarUrl="$value"; break ;;
+      esac
+    done < "$BASE_DIR/.mvn/wrapper/maven-wrapper.properties"
+    if [ "$MVNW_VERBOSE" = true ]; then
+      echo "Downloading from: $jarUrl"
+    fi
+    wrapperJarPath="$BASE_DIR/.mvn/wrapper/maven-wrapper.jar"
+    if $cygwin; then
+      wrapperJarPath=`cygpath --path --windows "$wrapperJarPath"`
+    fi
+
+    if command -v wget > /dev/null; then
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Found wget ... using wget"
+        fi
+        if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then
+            wget "$jarUrl" -O "$wrapperJarPath"
+        else
+            wget --http-user=$MVNW_USERNAME --http-password=$MVNW_PASSWORD "$jarUrl" -O "$wrapperJarPath"
+        fi
+    elif command -v curl > /dev/null; then
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Found curl ... using curl"
+        fi
+        if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then
+            curl -o "$wrapperJarPath" "$jarUrl" -f
+        else
+            curl --user $MVNW_USERNAME:$MVNW_PASSWORD -o "$wrapperJarPath" "$jarUrl" -f
+        fi
+
+    else
+        if [ "$MVNW_VERBOSE" = true ]; then
+          echo "Falling back to using Java to download"
+        fi
+        javaClass="$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.java"
+        # For Cygwin, switch paths to Windows format before running javac
+        if $cygwin; then
+          javaClass=`cygpath --path --windows "$javaClass"`
+        fi
+        if [ -e "$javaClass" ]; then
+            if [ ! -e "$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.class" ]; then
+                if [ "$MVNW_VERBOSE" = true ]; then
+                  echo " - Compiling MavenWrapperDownloader.java ..."
+                fi
+                # Compiling the Java class
+                ("$JAVA_HOME/bin/javac" "$javaClass")
+            fi
+            if [ -e "$BASE_DIR/.mvn/wrapper/MavenWrapperDownloader.class" ]; then
+                # Running the downloader
+                if [ "$MVNW_VERBOSE" = true ]; then
+                  echo " - Running MavenWrapperDownloader.java ..."
+                fi
+                ("$JAVA_HOME/bin/java" -cp .mvn/wrapper MavenWrapperDownloader "$MAVEN_PROJECTBASEDIR")
+            fi
+        fi
+    fi
+fi
+##########################################################################################
+# End of extension
+##########################################################################################
+
+export MAVEN_PROJECTBASEDIR=${MAVEN_BASEDIR:-"$BASE_DIR"}
+if [ "$MVNW_VERBOSE" = true ]; then
+  echo $MAVEN_PROJECTBASEDIR
+fi
+MAVEN_OPTS="$(concat_lines "$MAVEN_PROJECTBASEDIR/.mvn/jvm.config") $MAVEN_OPTS"
+
+# For Cygwin, switch paths to Windows format before running java
+if $cygwin; then
+  [ -n "$M2_HOME" ] &&
+    M2_HOME=`cygpath --path --windows "$M2_HOME"`
+  [ -n "$JAVA_HOME" ] &&
+    JAVA_HOME=`cygpath --path --windows "$JAVA_HOME"`
+  [ -n "$CLASSPATH" ] &&
+    CLASSPATH=`cygpath --path --windows "$CLASSPATH"`
+  [ -n "$MAVEN_PROJECTBASEDIR" ] &&
+    MAVEN_PROJECTBASEDIR=`cygpath --path --windows "$MAVEN_PROJECTBASEDIR"`
+fi
+
+# Provide a "standardized" way to retrieve the CLI args that will
+# work with both Windows and non-Windows executions.
+MAVEN_CMD_LINE_ARGS="$MAVEN_CONFIG $@"
+export MAVEN_CMD_LINE_ARGS
+
+WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain
+
+exec "$JAVACMD" \
+  $MAVEN_OPTS \
+  -classpath "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" \
+  "-Dmaven.home=${M2_HOME}" "-Dmaven.multiModuleProjectDirectory=${MAVEN_PROJECTBASEDIR}" \
+  ${WRAPPER_LAUNCHER} $MAVEN_CONFIG "$@"

mvnw.cmd

@@ -0,0 +1,187 @@
+@REM ----------------------------------------------------------------------------
+@REM Licensed to the Apache Software Foundation (ASF) under one
+@REM or more contributor license agreements.  See the NOTICE file
+@REM distributed with this work for additional information
+@REM regarding copyright ownership.  The ASF licenses this file
+@REM to you under the Apache License, Version 2.0 (the
+@REM "License"); you may not use this file except in compliance
+@REM with the License.  You may obtain a copy of the License at
+@REM
+@REM    http://www.apache.org/licenses/LICENSE-2.0
+@REM
+@REM Unless required by applicable law or agreed to in writing,
+@REM software distributed under the License is distributed on an
+@REM "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+@REM KIND, either express or implied.  See the License for the
+@REM specific language governing permissions and limitations
+@REM under the License.
+@REM ----------------------------------------------------------------------------
+
+@REM ----------------------------------------------------------------------------
+@REM Apache Maven Wrapper startup batch script, version 3.3.4
+@REM
+@REM Required ENV vars:
+@REM JAVA_HOME - location of a JDK home dir
+@REM
+@REM Optional ENV vars
+@REM MAVEN_BATCH_ECHO - set to 'on' to enable the echoing of the batch commands
+@REM MAVEN_BATCH_PAUSE - set to 'on' to wait for a keystroke before ending
+@REM MAVEN_OPTS - parameters passed to the Java VM when running Maven
+@REM     e.g. to debug Maven itself, use
+@REM set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000
+@REM MAVEN_SKIP_RC - flag to disable loading of mavenrc files
+@REM ----------------------------------------------------------------------------
+
+@REM Begin all REM lines with '@' in case MAVEN_BATCH_ECHO is 'on'
+@echo off
+@REM set title of command window
+title %0
+@REM enable echoing by setting MAVEN_BATCH_ECHO to 'on'
+@if "%MAVEN_BATCH_ECHO%" == "on"  echo %MAVEN_BATCH_ECHO%
+
+@REM set %HOME% to equivalent of $HOME
+if "%HOME%" == "" (set "HOME=%HOMEDRIVE%%HOMEPATH%")
+
+@REM Execute a user defined script before this one
+if not "%MAVEN_SKIP_RC%" == "" goto skipRcPre
+@REM check for pre script, once with legacy .bat ending and once with .cmd ending
+if exist "%USERPROFILE%\mavenrc_pre.bat" call "%USERPROFILE%\mavenrc_pre.bat" %*
+if exist "%USERPROFILE%\mavenrc_pre.cmd" call "%USERPROFILE%\mavenrc_pre.cmd" %*
+:skipRcPre
+
+@setlocal
+
+set ERROR_CODE=0
+
+@REM To isolate internal variables from possible post scripts, we use another setlocal
+@setlocal
+
+@REM ==== START VALIDATION ====
+if not "%JAVA_HOME%" == "" goto OkJHome
+
+echo.
+echo Error: JAVA_HOME not found in your environment. >&2
+echo Please set the JAVA_HOME variable in your environment to match the >&2
+echo location of your Java installation. >&2
+echo.
+goto error
+
+:OkJHome
+if exist "%JAVA_HOME%\bin\java.exe" goto init
+
+echo.
+echo Error: JAVA_HOME is set to an invalid directory. >&2
+echo JAVA_HOME = "%JAVA_HOME%" >&2
+echo Please set the JAVA_HOME variable in your environment to match the >&2
+echo location of your Java installation. >&2
+echo.
+goto error
+
+@REM ==== END VALIDATION ====
+
+:init
+
+@REM Find the project base dir, i.e. the directory that contains the folder ".mvn".
+@REM Fallback to current working directory if not found.
+
+set MAVEN_PROJECTBASEDIR=%MAVEN_BASEDIR%
+IF NOT "%MAVEN_PROJECTBASEDIR%"=="" goto endDetectBaseDir
+
+set EXEC_DIR=%CD%
+set WDIR=%EXEC_DIR%
+:findBaseDir
+IF EXIST "%WDIR%"\.mvn goto baseDirFound
+cd ..
+IF "%WDIR%"=="%CD%" goto baseDirNotFound
+set WDIR=%CD%
+goto findBaseDir
+
+:baseDirNotFound
+set MAVEN_PROJECTBASEDIR=%EXEC_DIR%
+cd "%EXEC_DIR%"
+goto endDetectBaseDir
+
+:baseDirFound
+set MAVEN_PROJECTBASEDIR=%WDIR%
+cd "%EXEC_DIR%"
+:endDetectBaseDir
+
+IF NOT EXIST "%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config" goto endReadAdditionalConfig
+
+@setlocal EnableExtensions EnableDelayedExpansion
+for /F "usebackq delims=" %%a in ("%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config") do set JVM_CONFIG=!JVM_CONFIG! %%a
+@endlocal & set JVM_CONFIG=%JVM_CONFIG%
+
+:endReadAdditionalConfig
+
+SET MAVEN_JAVA_EXE="%JAVA_HOME%\bin\java.exe"
+set WRAPPER_JAR="%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.jar"
+set WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain
+
+set WRAPPER_URL="https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.3.4/maven-wrapper-3.3.4.jar"
+
+FOR /F "usebackq tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO (
+    IF "%%A"=="wrapperUrl" SET WRAPPER_URL=%%B
+)
+
+@REM Extension to allow automatically downloading the maven-wrapper.jar from Maven-central
+@REM This allows using the maven wrapper in projects that prohibit checking in binary data.
+if exist %WRAPPER_JAR% (
+    if "%MVNW_VERBOSE%" == "true" (
+        echo Found %WRAPPER_JAR%
+    )
+) else (
+    if not "%MVNW_REPOURL%" == "" (
+        SET WRAPPER_URL="%MVNW_REPOURL%/org/apache/maven/wrapper/maven-wrapper/3.3.4/maven-wrapper-3.3.4.jar"
+    )
+    if "%MVNW_VERBOSE%" == "true" (
+        echo Couldn't find %WRAPPER_JAR%, downloading it ...
+        echo Downloading from: %WRAPPER_URL%
+    )
+
+    powershell -Command "&{"^
+		"$webclient = new-object System.Net.WebClient;"^
+		"if (-not ([string]::IsNullOrEmpty('%MVNW_USERNAME%') -and [string]::IsNullOrEmpty('%MVNW_PASSWORD%'))) {"^
+		"$webclient.Credentials = new-object System.Net.NetworkCredential('%MVNW_USERNAME%', '%MVNW_PASSWORD%');"^
+		"}"^
+		"[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12; $webclient.DownloadFile('%WRAPPER_URL%', '%WRAPPER_JAR%')"^
+		"}"
+    if "%MVNW_VERBOSE%" == "true" (
+        echo Finished downloading %WRAPPER_JAR%
+    )
+)
+@REM End of extension
+
+%MAVEN_JAVA_EXE% ^
+  %JVM_CONFIG% ^
+  --add-opens=java.base/java.lang=ALL-UNNAMED ^
+  --add-opens=java.base/java.util=ALL-UNNAMED ^
+  --add-opens=java.base/java.util.concurrent=ALL-UNNAMED ^
+  --add-opens=java.base/java.net=ALL-UNNAMED ^
+  --add-opens=java.base/java.io=ALL-UNNAMED ^
+  %MAVEN_OPTS% ^
+  %MAVEN_DEBUG_OPTS% ^
+  -classpath %WRAPPER_JAR% ^
+  "-Dmaven.multiModuleProjectDirectory=%MAVEN_PROJECTBASEDIR%" ^
+  %WRAPPER_LAUNCHER% %MAVEN_CONFIG% %*
+if ERRORLEVEL 1 goto error
+goto end
+
+:error
+set ERROR_CODE=1
+
+:end
+@endlocal & set ERROR_CODE=%ERROR_CODE%
+
+if not "%MAVEN_SKIP_RC%" == "" goto skipRcPost
+@REM check for post script, once with legacy .bat ending and once with .cmd ending
+if exist "%USERPROFILE%\mavenrc_post.bat" call "%USERPROFILE%\mavenrc_post.bat"
+if exist "%USERPROFILE%\mavenrc_post.cmd" call "%USERPROFILE%\mavenrc_post.cmd"
+:skipRcPost
+
+@REM pause the script if MAVEN_BATCH_PAUSE is set to 'on'
+if "%MAVEN_BATCH_PAUSE%" == "on" pause
+
+if "%MAVEN_VERBOSE%" == "on" echo %ERROR_CODE%
+
+exit /B %ERROR_CODE%

pom.xml

@@ -4,23 +4,112 @@
          xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
 
-    <groupId>com.auction</groupId>
-    <artifactId>troostwijk-scraper</artifactId>
+    <groupId>auctiora</groupId>
+    <artifactId>auctiora</artifactId>
     <version>1.0-SNAPSHOT</version>
     <packaging>jar</packaging>
 
     <name>Troostwijk Auction Scraper</name>
     <description>Web scraper for Troostwijk Auctions with object detection and notifications</description>
-
+    <repositories>
+        <repository>
+            <id>jitpack.io</id>
+            <url>https://jitpack.io</url>
+        </repository>
+    </repositories>
     <properties>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
-        <maven.compiler.source>11</maven.compiler.source>
-        <maven.compiler.target>11</maven.compiler.target>
+        <maven.compiler.source>25</maven.compiler.source>
+        <maven.compiler.target>25</maven.compiler.target>
+        <maven.compiler.release>25</maven.compiler.release>
         <jackson.version>2.17.0</jackson.version>
         <opencv.version>4.9.0-0</opencv.version>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+        <quarkus.platform.version>3.17.7</quarkus.platform.version>
+        <asm.version>9.8</asm.version>
+        <lombok.version>1.18.40</lombok.version>
+        <!--this is not a bug, its feature -->
+        <lombok-version>${lombok.version}</lombok-version>
+        <lombok-maven-version>1.18.20.0</lombok-maven-version>
+        <maven-compiler-plugin-version>3.14.0</maven-compiler-plugin-version>
+        <versions-maven-plugin.version>2.19.0</versions-maven-plugin.version>
+        <jandex-maven-plugin-version>3.5.0</jandex-maven-plugin-version>
+        <jdbi.version>3.47.0</jdbi.version>
+        <maven.compiler.args>
+            --enable-native-access=ALL-UNNAMED
+            --add-opens java.base/sun.misc=ALL-UNNAMED
+            -Xdiags:verbose
+            -Xlint:all
+        </maven.compiler.args>
+        <uberJar>true</uberJar>    <!-- Your existing properties... -->
+        <quarkus.package.jar.type>uber-jar</quarkus.package.jar.type>
+        <quarkus.package.jar.enabled>true</quarkus.package.jar.enabled>
+        <maven.build.timestamp.format>yyyy-MM-dd HH:mm:ss z</maven.build.timestamp.format>
     </properties>
 
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>io.quarkus.platform</groupId>
+                <artifactId>quarkus-bom</artifactId>
+                <version>${quarkus.platform.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+            <!-- Override ASM to support Java 25 -->
+            <dependency>
+                <groupId>org.ow2.asm</groupId>
+                <artifactId>asm</artifactId>
+                <version>${asm.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.ow2.asm</groupId>
+                <artifactId>asm-commons</artifactId>
+                <version>${asm.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.ow2.asm</groupId>
+                <artifactId>asm-tree</artifactId>
+                <version>${asm.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.ow2.asm</groupId>
+                <artifactId>asm-util</artifactId>
+                <version>${asm.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>io.netty</groupId>
+                <artifactId>netty-bom</artifactId>
+                <version>4.1.124.Final</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+            <!-- Force consistent versions -->
+            <dependency>
+                <groupId>org.opentest4j</groupId>
+                <artifactId>opentest4j</artifactId>
+                <version>1.3.0</version>
+            </dependency>
+            <dependency>
+                <groupId>org.slf4j</groupId>
+                <artifactId>slf4j-api</artifactId>
+                <version>2.0.9</version>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
     <dependencies>
+        <dependency>
+            <groupId>com.github.vladimir-bukhtoyarov.bucket4j</groupId>
+            <artifactId>bucket4j-core</artifactId>
+            <version>7.6.0</version>
+        </dependency>
+        <!-- https://mvnrepository.com/artifact/io.github.bucket4j/bucket4j -->
+        <!--<dependency>
+            <groupId>io.github.bucket4j</groupId>
+            <artifactId>bucket4j</artifactId>
+            <version>8.9.0</version>
+        </dependency>-->
         <!-- JSoup for HTML parsing and HTTP client -->
         <dependency>
             <groupId>org.jsoup</groupId>
@@ -41,7 +130,19 @@
             <artifactId>sqlite-jdbc</artifactId>
             <version>3.45.1.0</version>
         </dependency>
-
+        <!-- Lombok -->
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok</artifactId>
+            <version>${lombok.version}</version>
+            <scope>provided</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok-maven</artifactId>
+            <version>${lombok-maven-version}</version>
+            <type>pom</type>
+        </dependency>
         <!-- JavaMail API for email notifications -->
         <dependency>
             <groupId>com.sun.mail</groupId>
@@ -49,52 +150,315 @@
             <version>1.6.2</version>
         </dependency>
 
-        <!-- OpenCV for image processing and object detection -->
+        <dependency>
+            <groupId>com.microsoft.playwright</groupId>
+            <artifactId>playwright</artifactId>
+            <version>1.40.0</version>
+        </dependency>
+
+        <!-- SLF4J API and implementation for logging -->
+        <dependency>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-api</artifactId>
+            <version>2.0.9</version>
+        </dependency>
+<!--        <dependency>
+            <groupId>org.slf4j</groupId>
+            <artifactId>slf4j-simple</artifactId>
+            <version>2.0.9</version>
+        </dependency>-->
+        <!-- JUnit 5 for testing -->
+        <dependency>
+            <groupId>org.junit.jupiter</groupId>
+            <artifactId>junit-jupiter</artifactId>
+            <version>5.10.1</version>
+            <scope>test</scope>
+        </dependency>
+
+        <!-- Mockito for mocking in tests -->
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-junit5-mockito</artifactId>
+            <version>3.30.2</version>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.mockito</groupId>
+            <artifactId>mockito-core</artifactId>
+            <version>5.8.0</version>
+            <scope>test</scope>
+        </dependency>
+
+        <!-- Mockito JUnit Jupiter integration -->
+        <dependency>
+            <groupId>org.mockito</groupId>
+            <artifactId>mockito-junit-jupiter</artifactId>
+            <version>5.8.0</version>
+            <scope>test</scope>
+        </dependency>
+
+        <!-- JDBI3 - Lightweight ORM for SQL -->
+        <dependency>
+            <groupId>org.jdbi</groupId>
+            <artifactId>jdbi3-core</artifactId>
+            <version>${jdbi.version}</version>
+        </dependency>
+        <dependency>
+            <groupId>org.jdbi</groupId>
+            <artifactId>jdbi3-sqlobject</artifactId>
+            <version>${jdbi.version}</version>
+        </dependency>
+
+        <!-- AssertJ for fluent assertions (optional but recommended) -->
+        <dependency>
+            <groupId>org.assertj</groupId>
+            <artifactId>assertj-core</artifactId>
+            <version>3.24.2</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>com.vladsch.flexmark</groupId>
+            <artifactId>flexmark-all</artifactId>
+            <version>0.64.8</version>
+        </dependency>
+        <!-- Quarkus Core Dependencies -->
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-rest-jackson</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-arc</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-scheduler</artifactId>
+            <exclusions>
+                <exclusion>
+                    <groupId>io.netty</groupId>
+                    <artifactId>*</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+
+        <!-- Explicitly add cron-utils with slf4j excluded to avoid path warning -->
+        <dependency>
+            <groupId>com.cronutils</groupId>
+            <artifactId>cron-utils</artifactId>
+            <version>9.2.1</version>
+            <exclusions>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-api</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+
+        <!-- Force Netty 4.1.124.Final to avoid sun.misc.Unsafe warnings -->
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-common</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-handler</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-buffer</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-transport</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-codec</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-codec-http</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-codec-http2</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-resolver</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.netty</groupId>
+            <artifactId>netty-resolver-dns</artifactId>
+            <version>4.1.124.Final</version>
+        </dependency>
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-smallrye-health</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-config-yaml</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-undertow</artifactId>
+        </dependency>
+
+        <!-- OSGi annotations -->
+        <dependency>
+            <groupId>org.osgi</groupId>
+            <artifactId>org.osgi.annotation.bundle</artifactId>
+            <version>2.0.0</version>
+            <scope>provided</scope>
+        </dependency>
+
+        <!-- Test dependencies -->
+        <dependency>
+            <groupId>io.quarkus</groupId>
+            <artifactId>quarkus-junit5</artifactId>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>io.rest-assured</groupId>
+            <artifactId>rest-assured</artifactId>
+            <scope>test</scope>
+        </dependency>
         <dependency>
             <groupId>org.openpnp</groupId>
             <artifactId>opencv</artifactId>
-            <version>${opencv.version}</version>
+            <version>4.9.0-0</version>
+            <!--<classifier>windows-x86_64</classifier>-->
         </dependency>
     </dependencies>
 
     <build>
+        <resources>
+            <resource>
+                <directory>src/main/resources</directory>
+                <filtering>true</filtering>
+            </resource>
+        </resources>
         <plugins>
-            <!-- Maven Compiler Plugin -->
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-compiler-plugin</artifactId>
-                <version>3.11.0</version>
-                <configuration>
-                    <source>11</source>
-                    <target>11</target>
-                </configuration>
-            </plugin>
 
-            <!-- Maven Assembly Plugin for creating executable JAR with dependencies -->
             <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-assembly-plugin</artifactId>
-                <version>3.6.0</version>
-                <configuration>
-                    <archive>
-                        <manifest>
-                            <mainClass>com.auction.scraper.TroostwijkScraper</mainClass>
-                        </manifest>
-                    </archive>
-                    <descriptorRefs>
-                        <descriptorRef>jar-with-dependencies</descriptorRef>
-                    </descriptorRefs>
-                </configuration>
+                <groupId>io.quarkus.platform</groupId>
+                <artifactId>quarkus-maven-plugin</artifactId>
+                <version>${quarkus.platform.version}</version>
+                <extensions>true</extensions>
                 <executions>
                     <execution>
-                        <id>make-assembly</id>
-                        <phase>package</phase>
                         <goals>
-                            <goal>single</goal>
+                            <goal>build</goal>
+                            <goal>generate-code</goal>
+                            <goal>generate-code-tests</goal>
+                        </goals>
+                    </execution>
+                </executions>
+                <configuration>
+                    <properties>
+                        <build.timestamp>${maven.build.timestamp}</build.timestamp>
+                    </properties>
+                    <jvmArgs>--enable-native-access=ALL-UNNAMED --add-opens=java.base/jdk.internal.misc=ALL-UNNAMED -Dio.netty.tryReflectionSetAccessible=true</jvmArgs>
+                </configuration>
+            </plugin>
+            <plugin>
+                <groupId>org.projectlombok</groupId>
+                <artifactId>lombok-maven-plugin</artifactId>
+                <version>${lombok-maven-version}</version>
+                <executions>
+                    <execution>
+                        <phase>generate-sources</phase>
+                        <goals>
+                            <goal>delombok</goal>
                         </goals>
                     </execution>
                 </executions>
             </plugin>
+            <!-- Maven Exec Plugin for running with native access -->
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <version>${maven-compiler-plugin-version}</version>
+                <configuration>
+                    <release>${maven.compiler.release}</release>
+                    <annotationProcessorPaths>
+                        <path>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok</artifactId>
+                            <version>${lombok-version}</version>
+                        </path>
+                        <path>
+                            <groupId>io.quarkus</groupId>
+                            <artifactId>quarkus-extension-processor</artifactId>
+                            <version>${quarkus.platform.version}</version>
+                        </path>
+                    </annotationProcessorPaths>
+                    <compilerArgs>
+                        <arg>-Xdiags:verbose</arg>
+                        <arg>-Xlint:all</arg>
+                    </compilerArgs>
+                    <fork>true</fork>
+                    <excludes>
+                        <exclude>module-info.java</exclude>
+                    </excludes>
+                </configuration>
+            </plugin>
+            <plugin>
+                <groupId>org.codehaus.mojo</groupId>
+                <artifactId>versions-maven-plugin</artifactId>
+                <version>${versions-maven-plugin.version}</version>
+            </plugin>
+            <!-- Maven Surefire Plugin for tests with native access -->
+            <plugin>
+                <groupId>io.smallrye</groupId>
+                <artifactId>jandex-maven-plugin</artifactId>
+                <version>${jandex-maven-plugin-version}</version>
+                <executions>
+                    <execution>
+                        <id>make-index</id>
+                        <goals>
+                            <goal>jandex</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-surefire-plugin</artifactId>
+                <version>3.2.5</version>
+                <configuration>
+                    <!-- Enable ByteBuddy experimental mode for Java 25 support -->
+                    <!-- Mockito requires this for Java 24+ -->
+                    <argLine>
+                        --enable-native-access=ALL-UNNAMED
+                        --add-opens java.base/sun.misc=ALL-UNNAMED
+                        -Dnet.bytebuddy.experimental=true
+                        --add-opens java.base/java.lang=ALL-UNNAMED
+                        --add-opens java.base/java.util=ALL-UNNAMED
+                    </argLine>
+                </configuration>
+            </plugin>
         </plugins>
     </build>
+    <!-- In your pom.xml, alongside <build> and <dependencies> -->
+    <distributionManagement>
+        <repository>
+            <id>gitea</id>
+            <url>https://git.appmodel.nl/api/packages/Tour/maven</url>
+        </repository>
+        <snapshotRepository>
+            <id>gitea</id>
+            <url>https://git.appmodel.nl/api/packages/Tour/maven</url>
+        </snapshotRepository>
+    </distributionManagement>
 </project>

scripts/README.md

@@ -0,0 +1,206 @@
+# Auctiora Scripts
+
+Utility scripts for managing the Auctiora auction monitoring system.
+
+## 📦 Available Scripts
+
+### 1. Production Data Sync
+
+Sync production database and images from `athena.lan` to your local development environment.
+
+#### Quick Start
+
+**Linux/Mac (Bash)**:
+```bash
+# Make executable (first time only)
+chmod +x scripts/sync-production-data.sh
+
+# Sync database only
+./scripts/sync-production-data.sh --db-only
+
+# Sync everything
+./scripts/sync-production-data.sh --all
+
+# Sync images only
+./scripts/sync-production-data.sh --images-only
+```
+
+## 🔧 Prerequisites
+
+### Required
+- **SSH Client**: OpenSSH or equivalent
+  - Windows: Built-in on Windows 10+, or install [Git Bash](https://git-scm.com/downloads)
+  - Linux/Mac: Pre-installed
+- **SCP**: Secure copy (usually comes with SSH)
+- **SSH Access**: SSH key configured for `tour@athena.lan`
+
+### Optional
+- **rsync**: For efficient incremental image sync
+  - Windows: Install via [WSL](https://docs.microsoft.com/en-us/windows/wsl/install) or [Cygwin](https://www.cygwin.com/)
+  - Linux/Mac: Usually pre-installed
+- **sqlite3**: For showing database statistics
+  - Windows: Download from [sqlite.org](https://www.sqlite.org/download.html)
+  - Linux: `sudo apt install sqlite3`
+  - Mac: Pre-installed
+
+## 📊 What Gets Synced
+
+### Database (`cache.db`)
+- **Size**: ~8.9 GB (as of Dec 2024)
+- **Contains**:
+  - Auctions metadata
+  - Lots (kavels) with bid information
+  - Images metadata and URLs
+  - HTTP cache for scraper
+- **Local Path**: `c:\mnt\okcomputer\cache.db`
+
+### Images Directory
+- **Size**: Varies (can be large)
+- **Contains**:
+  - Downloaded lot images
+  - Organized by lot ID
+- **Local Path**: `c:\mnt\okcomputer\images\`
+
+## 🚀 Usage Examples
+
+## 📁 File Locations
+
+### Remote (Production)
+```
+athena.lan
+├── Docker Volume: shared-auction-data
+│   ├── /data/cache.db          (SQLite database)
+│   └── /data/images/           (Image files)
+└── /tmp/                        (Temporary staging area)
+```
+
+### Local (Development)
+```
+c:\mnt\okcomputer\
+├── cache.db                     (SQLite database)
+├── cache.db.backup-*            (Automatic backups)
+└── images\                      (Image files)
+```
+
+## 🔒 Safety Features
+
+### Automatic Backups
+- Existing local database is automatically backed up before sync
+- Backup format: `cache.db.backup-YYYYMMDD-HHMMSS`
+- Keep recent backups manually or clean up old ones
+
+### Confirmation Prompts
+- PowerShell script prompts for confirmation (unless `-Force` is used)
+- Shows configuration before executing
+- Safe to cancel at any time
+
+### Error Handling
+- Validates SSH connection before starting
+- Cleans up temporary files on remote server
+- Reports clear error messages
+
+## ⚡ Performance Tips
+
+### Faster Image Sync with rsync
+Install rsync for incremental image sync (only new/changed files):
+
+**Windows (WSL)**:
+```powershell
+wsl --install
+wsl -d Ubuntu
+sudo apt install rsync
+```
+
+**Windows (Chocolatey)**:
+```powershell
+choco install rsync
+```
+
+**Benefit**: First sync downloads everything, subsequent syncs only transfer changed files.
+
+Images can be synced separately when needed for image processing tests.
+
+## 🐛 Troubleshooting
+
+### SSH Connection Issues
+```powershell
+# Test SSH connection
+ssh tour@athena.lan "echo 'Connection OK'"
+
+# Check SSH key
+ssh-add -l
+```
+
+### Permission Denied
+```bash
+# Add SSH key (Linux/Mac)
+chmod 600 ~/.ssh/id_rsa
+ssh-add ~/.ssh/id_rsa
+
+# Windows: Use PuTTY or OpenSSH for Windows
+```
+
+### Database Locked Error
+```powershell
+# Make sure no other process is using the database
+Get-Process | Where-Object {$_.Path -like "*java*"} | Stop-Process
+
+# Or restart the monitor
+```
+
+### Slow Image Sync
+- Use rsync instead of scp (see Performance Tips)
+- Consider syncing only database for code development
+- Images only needed for object detection testing
+
+## 📝 Script Details
+
+### sync-production-data.sh (Bash)
+- **Platform**: Linux, Mac, Git Bash on Windows
+- **Best for**: Unix-like environments
+- **Features**: Color output, progress bars, statistics
+
+## 🔄 Automation
+
+### Linux/Mac Cron
+```bash
+# Edit crontab
+crontab -e
+
+# Add daily sync at 7 AM
+0 7 * * * /path/to/auctiora/scripts/sync-production-data.sh --db-only
+```
+
+## 🆘 Support
+
+### Getting Help
+```bash
+# Bash
+./scripts/sync-production-data.sh --help
+```
+
+### Common Commands
+```powershell
+# Check database size
+ls c:\mnt\okcomputer\cache.db -h
+
+# View database contents
+sqlite3 c:\mnt\okcomputer\cache.db
+  .tables
+  .schema lots
+  SELECT COUNT(*) FROM lots;
+  .quit
+
+# Check image count
+(Get-ChildItem c:\mnt\okcomputer\images -Recurse -File).Count
+```
+
+## 📚 Related Documentation
+- [Database Architecture](../wiki/DATABASE_ARCHITECTURE.md)
+- [Integration Flowchart](../docs/INTEGRATION_FLOWCHART.md)
+- [Main README](../README.md)
+
+---
+
+**Last Updated**: December 2025
+**Maintainer**: Auctiora Development Team

scripts/cleanup-database.sh

@@ -0,0 +1,160 @@
+#!/bin/bash
+#
+# Database Cleanup Utility
+#
+# Removes invalid/old data from the local database
+#
+# Usage:
+#   ./scripts/cleanup-database.sh [--dry-run]
+#
+# Options:
+#   --dry-run   Show what would be deleted without actually deleting
+#
+
+set -e
+
+# Configuration
+LOCAL_DB_PATH="${1:-c:/mnt/okcomputer/cache.db}"
+DRY_RUN=false
+
+# Colors
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+RED='\033[0;31m'
+BLUE='\033[0;34m'
+NC='\033[0m'
+
+# Parse arguments
+if [ "$1" = "--dry-run" ] || [ "$2" = "--dry-run" ]; then
+    DRY_RUN=true
+fi
+
+if [ "$1" = "--help" ] || [ "$1" = "-h" ]; then
+    grep '^#' "$0" | sed 's/^# \?//'
+    exit 0
+fi
+
+echo -e "${BLUE}╔════════════════════════════════════════════════════════╗${NC}"
+echo -e "${BLUE}║        Database Cleanup - Auctiora Monitor             ║${NC}"
+echo -e "${BLUE}╚════════════════════════════════════════════════════════╝${NC}"
+echo ""
+
+if [ ! -f "${LOCAL_DB_PATH}" ]; then
+    echo -e "${RED}Error: Database not found at ${LOCAL_DB_PATH}${NC}"
+    exit 1
+fi
+
+# Backup database before cleanup
+if [ "$DRY_RUN" = false ]; then
+    BACKUP_PATH="${LOCAL_DB_PATH}.backup-before-cleanup-$(date +%Y%m%d-%H%M%S)"
+    echo -e "${YELLOW}Creating backup: ${BACKUP_PATH}${NC}"
+    cp "${LOCAL_DB_PATH}" "${BACKUP_PATH}"
+    echo ""
+fi
+
+# Show current state
+echo -e "${BLUE}Current database state:${NC}"
+sqlite3 "${LOCAL_DB_PATH}" <<EOF
+.mode box
+SELECT
+    'Total lots' as metric,
+    COUNT(*) as count
+FROM lots
+UNION ALL
+SELECT
+    'Valid lots (with auction_id)',
+    COUNT(*)
+FROM lots
+WHERE auction_id IS NOT NULL AND auction_id != ''
+UNION ALL
+SELECT
+    'Invalid lots (missing auction_id)',
+    COUNT(*)
+FROM lots
+WHERE auction_id IS NULL OR auction_id = '';
+EOF
+echo ""
+
+# Count items to be deleted
+echo -e "${YELLOW}Analyzing data to clean up...${NC}"
+
+INVALID_LOTS=$(sqlite3 "${LOCAL_DB_PATH}" "SELECT COUNT(*) FROM lots WHERE auction_id IS NULL OR auction_id = '';")
+ORPHANED_IMAGES=$(sqlite3 "${LOCAL_DB_PATH}" "SELECT COUNT(*) FROM images WHERE lot_id NOT IN (SELECT lot_id FROM lots);")
+
+echo -e "  ${RED}→ Invalid lots to delete: ${INVALID_LOTS}${NC}"
+echo -e "  ${YELLOW}→ Orphaned images to delete: ${ORPHANED_IMAGES}${NC}"
+echo ""
+
+if [ "$INVALID_LOTS" -eq 0 ] && [ "$ORPHANED_IMAGES" -eq 0 ]; then
+    echo -e "${GREEN}✓ Database is clean! No cleanup needed.${NC}"
+    exit 0
+fi
+
+if [ "$DRY_RUN" = true ]; then
+    echo -e "${BLUE}DRY RUN MODE - No changes will be made${NC}"
+    echo ""
+    echo "Would delete:"
+    echo "  - $INVALID_LOTS invalid lots"
+    echo "  - $ORPHANED_IMAGES orphaned images"
+    echo ""
+    echo "Run without --dry-run to perform cleanup"
+    exit 0
+fi
+
+# Confirm cleanup
+echo -e "${YELLOW}This will permanently delete the above records.${NC}"
+read -p "Continue? (y/N) " -n 1 -r
+echo
+if [[ ! $REPLY =~ ^[Yy]$ ]]; then
+    echo "Cleanup cancelled"
+    exit 0
+fi
+
+# Perform cleanup
+echo ""
+echo -e "${YELLOW}Cleaning up database...${NC}"
+
+# Delete invalid lots
+if [ "$INVALID_LOTS" -gt 0 ]; then
+    echo -e "  ${BLUE}[1/2] Deleting invalid lots...${NC}"
+    sqlite3 "${LOCAL_DB_PATH}" "DELETE FROM lots WHERE auction_id IS NULL OR auction_id = '';"
+    echo -e "  ${GREEN}✓ Deleted ${INVALID_LOTS} invalid lots${NC}"
+fi
+
+# Delete orphaned images
+if [ "$ORPHANED_IMAGES" -gt 0 ]; then
+    echo -e "  ${BLUE}[2/2] Deleting orphaned images...${NC}"
+    sqlite3 "${LOCAL_DB_PATH}" "DELETE FROM images WHERE lot_id NOT IN (SELECT lot_id FROM lots);"
+    echo -e "  ${GREEN}✓ Deleted ${ORPHANED_IMAGES} orphaned images${NC}"
+fi
+
+# Vacuum database to reclaim space
+echo -e "  ${BLUE}[3/3] Compacting database...${NC}"
+sqlite3 "${LOCAL_DB_PATH}" "VACUUM;"
+echo -e "  ${GREEN}✓ Database compacted${NC}"
+
+echo ""
+echo -e "${GREEN}╔════════════════════════════════════════════════════════╗${NC}"
+echo -e "${GREEN}║          Cleanup completed successfully                ║${NC}"
+echo -e "${GREEN}╚════════════════════════════════════════════════════════╝${NC}"
+echo ""
+
+# Show final state
+echo -e "${BLUE}Final database state:${NC}"
+sqlite3 "${LOCAL_DB_PATH}" <<EOF
+.mode box
+SELECT
+    'Total lots' as metric,
+    COUNT(*) as count
+FROM lots
+UNION ALL
+SELECT
+    'Total images',
+    COUNT(*)
+FROM images;
+EOF
+
+echo ""
+DB_SIZE=$(du -h "${LOCAL_DB_PATH}" | cut -f1)
+echo -e "${BLUE}Database size: ${DB_SIZE}${NC}"
+echo ""

scripts/smb.ps1

@@ -0,0 +1,15 @@
+# PowerShell: map the remote share, copy the folder, then clean up
+$remote = '\\192.168.1.159\shared-auction-data'
+$local  = 'C:\mnt\okcomputer\output\models'
+
+# (1) create/verify the PSDrive (prompts for password if needed)
+if (-not (Get-PSDrive -Name Z -ErrorAction SilentlyContinue)) {
+    $cred = Get-Credential -UserName 'tour' -Message 'SMB password for tour@192.168.1.159'
+    New-PSDrive -Name Z -PSProvider FileSystem -Root $remote -Credential $cred -Persist | Out-Null
+}
+
+# (2) copy the local folder into the share
+Copy-Item -Path $local -Destination 'Z:\' -Recurse -Force
+
+# (3) optional cleanup
+Remove-PSDrive -Name Z -Force

scripts/sync-production-data.sh

@@ -0,0 +1,200 @@
+#!/bin/bash
+#
+# Sync Production Data to Local
+#
+# This script copies the production SQLite database and images from the remote
+# server (athena.lan) to your local development environment.
+#
+# Usage:
+#   ./scripts/sync-production-data.sh [--db-only|--images-only|--all]
+#
+# Options:
+#   --db-only      Only sync the database (default)
+#   --images-only  Only sync the images
+#   --all          Sync both database and images
+#   --help         Show this help message
+#
+
+set -e  # Exit on error
+
+# Configuration
+REMOTE_HOST="tour@athena.lan"
+REMOTE_VOLUME="shared-auction-data"
+LOCAL_DB_PATH="c:/mnt/okcomputer/output/cache.db"
+LOCAL_IMAGES_PATH="c:/mnt/okcomputer/images"
+REMOTE_TMP="/tmp"
+
+# Colors for output
+GREEN='\033[0;32m'
+BLUE='\033[0;34m'
+YELLOW='\033[1;33m'
+RED='\033[0;31m'
+NC='\033[0m' # No Color
+
+# Parse arguments
+SYNC_MODE="db"  # Default: database only
+
+case "${1:-}" in
+    --db-only)
+        SYNC_MODE="db"
+        ;;
+    --images-only)
+        SYNC_MODE="images"
+        ;;
+    --all)
+        SYNC_MODE="all"
+        ;;
+    --help|-h)
+        grep '^#' "$0" | sed 's/^# \?//'
+        exit 0
+        ;;
+    "")
+        SYNC_MODE="db"
+        ;;
+    *)
+        echo -e "${RED}Error: Unknown option '$1'${NC}"
+        echo "Use --help for usage information"
+        exit 1
+        ;;
+esac
+
+echo -e "${BLUE}╔════════════════════════════════════════════════════════╗${NC}"
+echo -e "${BLUE}║     Production Data Sync - Auctiora Monitor           ║${NC}"
+echo -e "${BLUE}╚════════════════════════════════════════════════════════╝${NC}"
+echo ""
+
+# Function to sync database
+sync_database() {
+    echo -e "${YELLOW}[1/3] Copying database from Docker volume to /tmp...${NC}"
+    ssh ${REMOTE_HOST} "docker run --rm -v ${REMOTE_VOLUME}:/data -v ${REMOTE_TMP}:${REMOTE_TMP} alpine cp /data/cache.db ${REMOTE_TMP}/cache.db"
+
+    echo -e "${YELLOW}[2/3] Downloading database from remote server...${NC}"
+    # Create backup and remove old local database
+    if [ -f "${LOCAL_DB_PATH}" ]; then
+        BACKUP_PATH="${LOCAL_DB_PATH}.backup-$(date +%Y%m%d-%H%M%S)"
+        echo -e "${BLUE}   Backing up existing database to: ${BACKUP_PATH}${NC}"
+        cp "${LOCAL_DB_PATH}" "${BACKUP_PATH}"
+
+        echo -e "${BLUE}   Removing old local database...${NC}"
+        rm -f "${LOCAL_DB_PATH}"
+    fi
+
+    # Download new database
+    scp ${REMOTE_HOST}:${REMOTE_TMP}/cache.db "${LOCAL_DB_PATH}"
+
+    echo -e "${YELLOW}[3/3] Cleaning up remote /tmp...${NC}"
+    ssh ${REMOTE_HOST} "rm -f ${REMOTE_TMP}/cache.db"
+
+    # Show database info
+    DB_SIZE=$(du -h "${LOCAL_DB_PATH}" | cut -f1)
+    echo -e "${GREEN}✓ Database synced successfully (${DB_SIZE})${NC}"
+
+    # Show table counts
+    echo -e "${BLUE}   Database statistics:${NC}"
+    sqlite3 "${LOCAL_DB_PATH}" <<EOF
+.mode box
+SELECT
+    'auctions' as table_name, COUNT(*) as count FROM auctions
+UNION ALL
+SELECT 'lots', COUNT(*) FROM lots
+UNION ALL
+SELECT 'images', COUNT(*) FROM images
+UNION ALL
+SELECT 'cache', COUNT(*) FROM cache;
+EOF
+
+    # Show data quality report
+    echo -e "${BLUE}   Data quality:${NC}"
+    sqlite3 "${LOCAL_DB_PATH}" <<EOF
+.mode box
+SELECT
+    'Valid lots' as metric,
+    COUNT(*) as count,
+    ROUND(COUNT(*) * 100.0 / (SELECT COUNT(*) FROM lots), 2) || '%' as percentage
+FROM lots
+WHERE auction_id IS NOT NULL AND auction_id != ''
+UNION ALL
+SELECT
+    'Invalid lots (missing auction_id)',
+    COUNT(*),
+    ROUND(COUNT(*) * 100.0 / (SELECT COUNT(*) FROM lots), 2) || '%'
+FROM lots
+WHERE auction_id IS NULL OR auction_id = ''
+UNION ALL
+SELECT
+    'Lots with intelligence fields',
+    COUNT(*),
+    ROUND(COUNT(*) * 100.0 / (SELECT COUNT(*) FROM lots), 2) || '%'
+FROM lots
+WHERE followers_count IS NOT NULL OR estimated_min IS NOT NULL;
+EOF
+}
+
+# Function to sync images
+sync_images() {
+    echo -e "${YELLOW}[1/4] Getting image directory structure from Docker volume...${NC}"
+
+    # Create local images directory if it doesn't exist
+    mkdir -p "${LOCAL_IMAGES_PATH}"
+
+    echo -e "${YELLOW}[2/4] Copying images from Docker volume to /tmp...${NC}"
+    # Copy entire images directory from volume to /tmp
+    ssh ${REMOTE_HOST} "docker run --rm -v ${REMOTE_VOLUME}:/data -v ${REMOTE_TMP}:${REMOTE_TMP} alpine sh -c 'mkdir -p ${REMOTE_TMP}/auction-images && cp -r /data/images/* ${REMOTE_TMP}/auction-images/ 2>/dev/null || true'"
+
+    echo -e "${YELLOW}[3/4] Syncing images to local directory (this may take a while)...${NC}"
+    # Use rsync for efficient incremental sync
+    if command -v rsync &> /dev/null; then
+        echo -e "${BLUE}   Using rsync for efficient transfer...${NC}"
+        rsync -avz --progress ${REMOTE_HOST}:${REMOTE_TMP}/auction-images/ "${LOCAL_IMAGES_PATH}/"
+    else
+        echo -e "${BLUE}   Using scp for transfer (install rsync for faster incremental sync)...${NC}"
+        scp -r ${REMOTE_HOST}:${REMOTE_TMP}/auction-images/* "${LOCAL_IMAGES_PATH}/"
+    fi
+
+    echo -e "${YELLOW}[4/4] Cleaning up remote /tmp...${NC}"
+    ssh ${REMOTE_HOST} "rm -rf ${REMOTE_TMP}/auction-images"
+
+    # Show image stats
+    IMAGE_COUNT=$(find "${LOCAL_IMAGES_PATH}" -type f 2>/dev/null | wc -l)
+    IMAGE_SIZE=$(du -sh "${LOCAL_IMAGES_PATH}" 2>/dev/null | cut -f1)
+    echo -e "${GREEN}✓ Images synced successfully${NC}"
+    echo -e "${BLUE}   Total images: ${IMAGE_COUNT}${NC}"
+    echo -e "${BLUE}   Total size: ${IMAGE_SIZE}${NC}"
+}
+
+# Execute sync based on mode
+START_TIME=$(date +%s)
+
+case "$SYNC_MODE" in
+    db)
+        echo -e "${BLUE}Mode: Database only${NC}"
+        echo ""
+        sync_database
+        ;;
+    images)
+        echo -e "${BLUE}Mode: Images only${NC}"
+        echo ""
+        sync_images
+        ;;
+    all)
+        echo -e "${BLUE}Mode: Database + Images${NC}"
+        echo ""
+        sync_database
+        echo ""
+        sync_images
+        ;;
+esac
+
+END_TIME=$(date +%s)
+DURATION=$((END_TIME - START_TIME))
+
+echo ""
+echo -e "${GREEN}╔════════════════════════════════════════════════════════╗${NC}"
+echo -e "${GREEN}║  Sync completed successfully in ${DURATION} seconds               ║${NC}"
+echo -e "${GREEN}╚════════════════════════════════════════════════════════╝${NC}"
+echo ""
+echo -e "${BLUE}Next steps:${NC}"
+echo -e "  1. Verify data: sqlite3 ${LOCAL_DB_PATH} 'SELECT COUNT(*) FROM lots;'"
+echo -e "  2. Start monitor: mvn quarkus:dev"
+echo -e "  3. Open dashboard: http://localhost:8080"
+echo ""

src/main/java/auctiora/AuctionInfo.java

@@ -0,0 +1,19 @@
+package auctiora;
+
+import java.time.LocalDateTime;
+
+/**
+ * Represents auction metadata (veiling informatie)
+ * Data typically populated by the external scraper process
+ */
+public record AuctionInfo(
+        long auctionId,                   // Unique auction ID (from URL)
+        String title,                     // Auction title
+        String location,                  // Location (e.g., "Amsterdam, NL")
+        String city,                      // City name
+        String country,                   // Country code (e.g., "NL")
+        String url,                       // Full auction URL
+        String typePrefix,                // Auction type (A1 or A7)
+        int lotCount,                     // Number of lots/kavels
+        LocalDateTime firstLotClosingTime // Closing time if available
+) { }

src/main/java/auctiora/AuctionMonitorHealthCheck.java

@@ -0,0 +1,82 @@
+package auctiora;
+
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.inject.Inject;
+import org.eclipse.microprofile.health.HealthCheck;
+import org.eclipse.microprofile.health.HealthCheckResponse;
+import org.eclipse.microprofile.health.Liveness;
+import org.eclipse.microprofile.health.Readiness;
+import org.eclipse.microprofile.health.Startup;
+
+import java.nio.file.Files;
+import java.nio.file.Paths;
+
+@ApplicationScoped
+public class AuctionMonitorHealthCheck {
+   
+   @Liveness
+   public static class LivenessCheck
+           implements HealthCheck {
+      
+      @Override public HealthCheckResponse call() {
+         return HealthCheckResponse.up("Auction Monitor is alive");
+      }
+   }
+   
+   @Readiness
+   @ApplicationScoped
+   public static class ReadinessCheck
+           implements HealthCheck {
+      
+      @Inject DatabaseService db;
+      
+      @Override
+      public HealthCheckResponse call() {
+         try {
+            var auctions = db.getAllAuctions();
+            var dbPath   = Paths.get("C:\\mnt\\okcomputer\\output\\cache.db");
+            if (!Files.exists(dbPath.getParent())) {
+               return HealthCheckResponse.down("Database directory does not exist");
+            }
+            
+            return HealthCheckResponse.named("database")
+                                      .up()
+                                      .withData("auctions", auctions.size())
+                                      .build();
+            
+         } catch (Exception e) {
+            return HealthCheckResponse.named("database")
+                                      .down()
+                                      .withData("error", e.getMessage())
+                                      .build();
+         }
+      }
+   }
+   
+   @Startup
+   @ApplicationScoped
+   public static class StartupCheck
+           implements HealthCheck {
+      
+      @Inject DatabaseService db;
+      
+      @Override
+      public HealthCheckResponse call() {
+         try {
+            // Verify database schema
+            db.ensureSchema();
+            
+            return HealthCheckResponse.named("startup")
+                                      .up()
+                                      .withData("message", "Database schema initialized")
+                                      .build();
+            
+         } catch (Exception e) {
+            return HealthCheckResponse.named("startup")
+                                      .down()
+                                      .withData("error", e.getMessage())
+                                      .build();
+         }
+      }
+   }
+}

src/main/java/auctiora/AuctionMonitorProducer.java

@@ -0,0 +1,61 @@
+package auctiora;
+
+import io.quarkus.runtime.Startup;
+import jakarta.annotation.PostConstruct;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.enterprise.inject.Produces;
+import jakarta.inject.Singleton;
+import nu.pattern.OpenCV;
+import org.eclipse.microprofile.config.inject.ConfigProperty;
+import org.jboss.logging.Logger;
+import org.opencv.core.Core;
+
+import java.io.IOException;
+import java.sql.SQLException;
+
+/**
+ * CDI Producer for auction monitor services.
+ * Creates and configures singleton instances of core services.
+ */
+@Startup
+@ApplicationScoped
+public class AuctionMonitorProducer {
+   
+   private static final Logger LOG = Logger.getLogger(AuctionMonitorProducer.class);
+   
+   @PostConstruct void init() {
+      try {
+         OpenCV.loadLocally();
+         LOG.info("✓ OpenCV loaded successfully");
+      } catch (Exception e) {
+         LOG.warn("⚠️  OpenCV not available - image detection will be disabled: " + e.getMessage());
+      }
+   }
+   
+   @Produces @Singleton public DatabaseService produceDatabaseService(
+           @ConfigProperty(name = "auction.database.path") String dbPath) throws SQLException {
+      var db = new DatabaseService(dbPath);
+      db.ensureSchema();
+      return db;
+   }
+   
+   @Produces @Singleton public NotificationService produceNotificationService(
+           @ConfigProperty(name = "auction.notification.config") String config) {
+      
+      return new NotificationService(config);
+   }
+   
+   @Produces @Singleton public ObjectDetectionService produceObjectDetectionService(
+           @ConfigProperty(name = "auction.yolo.config") String cfgPath,
+           @ConfigProperty(name = "auction.yolo.weights") String weightsPath,
+           @ConfigProperty(name = "auction.yolo.classes") String classesPath) throws IOException {
+      
+      return new ObjectDetectionService(cfgPath, weightsPath, classesPath);
+   }
+   
+   @Produces @Singleton public ImageProcessingService produceImageProcessingService(
+           DatabaseService db,
+           ObjectDetectionService detector) {
+      return new ImageProcessingService(db, detector);
+   }
+}

src/main/java/auctiora/AuctionMonitorResource.java

@@ -0,0 +1,925 @@
+package auctiora;
+
+import jakarta.inject.Inject;
+import jakarta.ws.rs.*;
+import jakarta.ws.rs.core.MediaType;
+import jakarta.ws.rs.core.Response;
+import org.jboss.logging.Logger;
+import java.time.LocalDateTime;
+
+import java.time.LocalDateTime;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.stream.Collectors;
+/**
+ * REST API for Auction Monitor control and status.
+ * Provides endpoints for:
+ * - Status checking
+ * - Manual workflow triggers
+ * - Statistics
+ */
+@Path("/api/monitor")
+@Produces(MediaType.APPLICATION_JSON)
+@Consumes(MediaType.APPLICATION_JSON)
+public class AuctionMonitorResource {
+   
+   private static final Logger LOG = Logger.getLogger(AuctionMonitorResource.class);
+   
+   @Inject DatabaseService          db;
+   @Inject QuarkusWorkflowScheduler scheduler;
+   @Inject NotificationService      notifier;
+   @Inject RateLimitedHttpClient    httpClient;
+   @Inject LotEnrichmentService     enrichmentService;
+   
+   /**
+    * GET /api/monitor/status
+    * Returns current monitoring status
+    */
+   @GET
+   @Path("/status")
+   public Response getStatus() {
+      try {
+         Map<String, Object> status = new HashMap<>();
+         status.put("running", true);
+         status.put("auctions", db.getAllAuctions().size());
+         status.put("lots", db.getAllLots().size());
+         status.put("images", db.getImageCount());
+         
+         // Count closing soon (within 30 minutes, excluding already-closed)
+         var closingSoon = 0;
+         for (var lot : db.getAllLots()) {
+            if (lot.closingTime() != null) {
+               long minutes = lot.minutesUntilClose();
+               if (minutes > 0 && minutes < 30) {
+                  closingSoon++;
+               }
+            }
+         }
+         status.put("closingSoon", closingSoon);
+         
+         return Response.ok(status).build();
+         
+      } catch (Exception e) {
+         LOG.error("Failed to get status", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/statistics
+    * Returns detailed statistics
+    */
+   @GET
+   @Path("/statistics")
+   public Response getStatistics() {
+      try {
+         Map<String, Object> stats = new HashMap<>();
+         
+         var auctions = db.getAllAuctions();
+         var lots     = db.getAllLots();
+         
+         stats.put("totalAuctions", auctions.size());
+         stats.put("totalLots", lots.size());
+         stats.put("totalImages", db.getImageCount());
+         
+         // Lot statistics
+         var    activeLots       = 0;
+         var    lotsWithBids     = 0;
+         double totalBids        = 0;
+         var    hotLots          = 0;
+         var    sleeperLots      = 0;
+         var    bargainLots      = 0;
+         var    lotsClosing1h    = 0;
+         var    lotsClosing6h    = 0;
+         double totalBidVelocity = 0;
+         int    velocityCount    = 0;
+         
+         for (var lot : lots) {
+            long minutesLeft = lot.closingTime() != null ? lot.minutesUntilClose() : Long.MAX_VALUE;
+            
+            if (lot.closingTime() != null && minutesLeft > 0) {
+               activeLots++;
+               
+               // Time-based counts
+               if (minutesLeft < 60) lotsClosing1h++;
+               if (minutesLeft < 360) lotsClosing6h++;
+            }
+            
+            if (lot.currentBid() > 0) {
+               lotsWithBids++;
+               totalBids += lot.currentBid();
+            }
+            
+            // Intelligence metrics (require GraphQL enrichment)
+            if (lot.followersCount() != null && lot.followersCount() > 20) {
+               hotLots++;
+            }
+            if (lot.isSleeperLot()) {
+               sleeperLots++;
+            }
+            if (lot.isBelowEstimate()) {
+               bargainLots++;
+            }
+            
+            // Bid velocity
+            if (lot.bidVelocity() != null && lot.bidVelocity() > 0) {
+               totalBidVelocity += lot.bidVelocity();
+               velocityCount++;
+            }
+         }
+         
+         // Calculate bids per hour (average velocity across all lots with velocity data)
+         double bidsPerHour = velocityCount > 0 ? totalBidVelocity / velocityCount : 0;
+         
+         stats.put("activeLots", activeLots);
+         stats.put("lotsWithBids", lotsWithBids);
+         stats.put("totalBidValue", String.format("€%.2f", totalBids));
+         stats.put("averageBid", lotsWithBids > 0 ? String.format("€%.2f", totalBids / lotsWithBids) : "€0.00");
+         
+         // Bidding intelligence
+         stats.put("bidsPerHour", String.format("%.1f", bidsPerHour));
+         stats.put("hotLots", hotLots);
+         stats.put("sleeperLots", sleeperLots);
+         stats.put("bargainLots", bargainLots);
+         stats.put("lotsClosing1h", lotsClosing1h);
+         stats.put("lotsClosing6h", lotsClosing6h);
+         
+         // Conversion rate
+         double conversionRate = activeLots > 0 ? (lotsWithBids * 100.0 / activeLots) : 0;
+         stats.put("conversionRate", String.format("%.1f%%", conversionRate));
+         
+         return Response.ok(stats).build();
+         
+      } catch (Exception e) {
+         LOG.error("Failed to get statistics", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/closing-soon
+    * Returns lots closing within the next specified hours (default: 24 hours)
+    */
+   @GET
+   @Path("/closing-soon")
+   public Response getClosingSoon(@QueryParam("hours") @DefaultValue("24") int hours) {
+      try {
+         var lots = db.getAllLots();
+         var closingSoon = lots.stream()
+                               .filter(lot -> lot.closingTime() != null)
+                               .filter(lot -> lot.minutesUntilClose() > 0 && lot.minutesUntilClose() <= hours * 60)
+                               .sorted((a, b) -> Long.compare(a.minutesUntilClose(), b.minutesUntilClose()))
+                               .limit(100)
+                               .toList();
+         
+         return Response.ok(closingSoon).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get closing soon lots", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/lots/{lotId}/bid-history
+    * Returns bid history for a specific lot
+    */
+   @GET
+   @Path("/lots/{lotId}/bid-history")
+   public Response getBidHistory(@PathParam("lotId") String lotId) {
+      try {
+         var history = db.getBidHistory(lotId);
+         return Response.ok(history).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get bid history for lot {}", lotId, e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/trigger/scraper-import
+    * Manually trigger scraper import workflow
+    */
+   @POST
+   @Path("/trigger/scraper-import")
+   public Response triggerScraperImport() {
+      try {
+         scheduler.importScraperData();
+         return Response.ok(Map.of("message", "Scraper import triggered successfully")).build();
+      } catch (Exception e) {
+         LOG.error("Failed to trigger scraper import", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/trigger/image-processing
+    * Manually trigger image processing workflow
+    */
+   @POST
+   @Path("/trigger/image-processing")
+   public Response triggerImageProcessing() {
+      try {
+         scheduler.processImages();
+         return Response.ok(Map.of("message", "Image processing triggered successfully")).build();
+      } catch (Exception e) {
+         LOG.error("Failed to trigger image processing", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/trigger/bid-monitoring
+    * Manually trigger bid monitoring workflow
+    */
+   @POST
+   @Path("/trigger/bid-monitoring")
+   public Response triggerBidMonitoring() {
+      try {
+         scheduler.monitorBids();
+         return Response.ok(Map.of("message", "Bid monitoring triggered successfully")).build();
+      } catch (Exception e) {
+         LOG.error("Failed to trigger bid monitoring", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/trigger/closing-alerts
+    * Manually trigger closing alerts workflow
+    */
+   @POST
+   @Path("/trigger/closing-alerts")
+   public Response triggerClosingAlerts() {
+      try {
+         scheduler.checkClosingTimes();
+         return Response.ok(Map.of("message", "Closing alerts triggered successfully")).build();
+      } catch (Exception e) {
+         LOG.error("Failed to trigger closing alerts", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/trigger/graphql-enrichment
+    * Manually trigger GraphQL enrichment for all lots or lots closing soon
+    */
+   @POST
+   @Path("/trigger/graphql-enrichment")
+   public Response triggerGraphQLEnrichment(@QueryParam("hoursUntilClose") @DefaultValue("24") int hours) {
+      try {
+         int enriched;
+         if (hours > 0) {
+            enriched = enrichmentService.enrichClosingSoonLots(hours);
+            return Response.ok(Map.of(
+                    "message", "GraphQL enrichment triggered for lots closing within " + hours + " hours",
+                    "enrichedCount", enriched
+                                     )).build();
+         } else {
+            enriched = enrichmentService.enrichAllActiveLots();
+            return Response.ok(Map.of(
+                    "message", "GraphQL enrichment triggered for all lots",
+                    "enrichedCount", enriched
+                                     )).build();
+         }
+      } catch (Exception e) {
+         LOG.error("Failed to trigger GraphQL enrichment", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/auctions
+    * Returns list of all auctions
+    */
+   @GET
+   @Path("/auctions")
+   public Response getAuctions(@QueryParam("country") String country) {
+      try {
+         var auctions = country != null && !country.isEmpty()
+                        ? db.getAuctionsByCountry(country)
+                        : db.getAllAuctions();
+         
+         return Response.ok(auctions).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get auctions", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/lots
+    * Returns list of active lots
+    */
+   @GET
+   @Path("/lots")
+   public Response getActiveLots() {
+      try {
+         var lots = db.getActiveLots();
+         return Response.ok(lots).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get lots", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/lots/closing-soon
+    * Returns lots closing within specified minutes (default 30)
+    */
+   @GET
+   @Path("/lots/closing-soon")
+   public Response getLotsClosingSoon(@QueryParam("minutes") @DefaultValue("30") int minutes) {
+      try {
+         var allLots = db.getActiveLots();
+         var closingSoon = allLots.stream()
+                                  .filter(lot -> lot.closingTime() != null)
+                                  .filter(lot -> {
+                                     long minutesLeft = lot.minutesUntilClose();
+                                     return minutesLeft > 0 && minutesLeft < minutes;
+                                  })
+                                  .sorted((a, b) -> Long.compare(a.minutesUntilClose(), b.minutesUntilClose()))
+                                  .toList();
+         
+         return Response.ok(closingSoon).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get closing lots", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/lots/{lotId}/images
+    * Returns images for a specific lot
+    */
+   @GET
+   @Path("/lots/{lotId}/images")
+   public Response getLotImages(@PathParam("lotId") int lotId) {
+      try {
+         var images = db.getImagesForLot(lotId);
+         return Response.ok(images).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get lot images", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * POST /api/monitor/test-notification
+    * Send a test notification
+    */
+   @POST
+   @Path("/test-notification")
+   public Response sendTestNotification(Map<String, String> request) {
+      try {
+         var message  = request.getOrDefault("message", "Test notification from Auction Monitor");
+         var title    = request.getOrDefault("title", "Test Notification");
+         var priority = Integer.parseInt(request.getOrDefault("priority", "0"));
+         
+         notifier.sendNotification(message, title, priority);
+         
+         return Response.ok(Map.of("message", "Test notification sent successfully")).build();
+      } catch (Exception e) {
+         LOG.error("Failed to send test notification", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/rate-limit/stats
+    * Returns HTTP rate limiting statistics for all hosts
+    */
+   @GET
+   @Path("/rate-limit/stats")
+   public Response getRateLimitStats() {
+      try {
+         var stats = httpClient.getAllStats();
+         
+         Map<String, Object> response = new HashMap<>();
+         response.put("hosts", stats.size());
+         
+         Map<String, Object> hostStats = new HashMap<>();
+         for (var entry : stats.entrySet()) {
+            var stat = entry.getValue();
+            hostStats.put(entry.getKey(), Map.of(
+                    "totalRequests", stat.getTotalRequests(),
+                    "successfulRequests", stat.getSuccessfulRequests(),
+                    "failedRequests", stat.getFailedRequests(),
+                    "rateLimitedRequests", stat.getRateLimitedRequests(),
+                    "averageDurationMs", stat.getAverageDurationMs()
+                                                ));
+         }
+         response.put("statistics", hostStats);
+         
+         return Response.ok(response).build();
+         
+      } catch (Exception e) {
+         LOG.error("Failed to get rate limit stats", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/rate-limit/stats/{host}
+    * Returns HTTP rate limiting statistics for a specific host
+    */
+   @GET
+   @Path("/rate-limit/stats/{host}")
+   public Response getRateLimitStatsForHost(@PathParam("host") String host) {
+      try {
+         var stat = httpClient.getStats(host);
+         
+         if (stat == null) {
+            return Response.status(Response.Status.NOT_FOUND)
+                           .entity(Map.of("error", "No statistics found for host: " + host))
+                           .build();
+         }
+         
+         Map<String, Object> response = Map.of(
+                 "host", stat.getHost(),
+                 "totalRequests", stat.getTotalRequests(),
+                 "successfulRequests", stat.getSuccessfulRequests(),
+                 "failedRequests", stat.getFailedRequests(),
+                 "rateLimitedRequests", stat.getRateLimitedRequests(),
+                 "averageDurationMs", stat.getAverageDurationMs()
+                                              );
+         
+         return Response.ok(response).build();
+         
+      } catch (Exception e) {
+         LOG.error("Failed to get rate limit stats for host", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   /**
+    * GET /api/monitor/charts/country-distribution
+    * Returns dynamic country distribution for charts
+    */
+   @GET
+   @Path("/charts/country-distribution")
+   public Response getCountryDistribution() {
+      try {
+         var auctions = db.getAllAuctions();
+         Map<String, Long> distribution = auctions.stream()
+                                                  .filter(a -> a.country() != null && !a.country().isEmpty())
+                                                  .collect(Collectors.groupingBy(
+                                                          AuctionInfo::country,
+                                                          Collectors.counting()
+                                                                                ));
+         
+         return Response.ok(distribution).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get country distribution", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/charts/category-distribution
+    * Returns dynamic category distribution with intelligence for charts
+    */
+   @GET
+   @Path("/charts/category-distribution")
+   public Response getCategoryDistribution() {
+      try {
+         var lots = db.getAllLots();
+         
+         // Category distribution
+         Map<String, Long> distribution = lots.stream()
+                                              .filter(l -> l.category() != null && !l.category().isEmpty())
+                                              .collect(Collectors.groupingBy(
+                                                      l -> l.category().length() > 20 ? l.category().substring(0, 20) + "..." : l.category(),
+                                                      Collectors.counting()
+                                                                            ));
+         
+         // Find top category by count
+         var topCategory = distribution.entrySet().stream()
+                                       .max(Map.Entry.comparingByValue())
+                                       .map(Map.Entry::getKey)
+                                       .orElse("N/A");
+         
+         // Calculate average bids per category
+         Map<String, Double> avgBidsByCategory = lots.stream()
+                                                     .filter(l -> l.category() != null && !l.category().isEmpty() && l.currentBid() > 0)
+                                                     .collect(Collectors.groupingBy(
+                                                             l -> l.category().length() > 20 ? l.category().substring(0, 20) + "..." : l.category(),
+                                                             Collectors.averagingDouble(Lot::currentBid)
+                                                                                   ));
+         
+         double overallAvgBid = lots.stream()
+                                    .filter(l -> l.currentBid() > 0)
+                                    .mapToDouble(Lot::currentBid)
+                                    .average()
+                                    .orElse(0.0);
+         
+         Map<String, Object> response = new HashMap<>();
+         response.put("distribution", distribution);
+         response.put("topCategory", topCategory);
+         response.put("categoryCount", distribution.size());
+         response.put("averageBidOverall", String.format("€%.2f", overallAvgBid));
+         response.put("avgBidsByCategory", avgBidsByCategory);
+         
+         return Response.ok(response).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get category distribution", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/charts/bidding-trend
+    * Returns time series data for last N hours
+    */
+   @GET
+   @Path("/charts/bidding-trend")
+   public Response getBiddingTrend(@QueryParam("hours") @DefaultValue("24") int hours) {
+      try {
+         var                     lots   = db.getAllLots();
+         Map<Integer, TrendHour> trends = new HashMap<>();
+         
+         // Initialize hours
+         LocalDateTime now = LocalDateTime.now();
+         for (int i = hours - 1; i >= 0; i--) {
+            LocalDateTime hour    = now.minusHours(i);
+            int           hourKey = hour.getHour();
+            trends.put(hourKey, new TrendHour(hourKey, 0, 0));
+         }
+         
+         // Count lots and bids per hour (mock implementation - in real app, use timestamp data)
+         // This is a simplified version - you'd need actual timestamps in DB
+         for (var lot : lots) {
+            if (lot.closingTime() != null) {
+               int       hour  = lot.closingTime().getHour();
+               TrendHour trend = trends.getOrDefault(hour, new TrendHour(hour, 0, 0));
+               trend.lots++;
+               if (lot.currentBid() > 0) trend.bids++;
+            }
+         }
+         
+         return Response.ok(trends.values()).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get bidding trend", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/charts/insights
+    * Returns intelligent insights
+    */
+   @GET
+   @Path("/charts/insights")
+   public Response getInsights() {
+      try {
+         var lots     = db.getAllLots();
+         var auctions = db.getAllAuctions();
+         
+         List<Map<String, String>> insights = new ArrayList<>();
+         
+         // Calculate insights
+         long criticalCount = lots.stream().filter(l -> l.minutesUntilClose() < 30).count();
+         if (criticalCount > 10) {
+            insights.add(Map.of(
+                    "icon", "fa-exclamation-circle",
+                    "title", criticalCount + " lots closing soon",
+                    "description", "High urgency items require attention"
+                               ));
+         }
+         
+         double bidRate = lots.stream().filter(l -> l.currentBid() > 0).count() * 100.0 / lots.size();
+         if (bidRate > 60) {
+            insights.add(Map.of(
+                    "icon", "fa-chart-line",
+                    "title", String.format("%.1f%% bid rate", bidRate),
+                    "description", "Strong market engagement detected"
+                               ));
+         }
+         
+         long imageCoverage = db.getImageCount() * 100 / Math.max(lots.size(), 1);
+         if (imageCoverage < 80) {
+            insights.add(Map.of(
+                    "icon", "fa-images",
+                    "title", imageCoverage + "% image coverage",
+                    "description", "Consider processing more images"
+                               ));
+         }
+         
+         // Add geographic insight (filter out null countries)
+         String topCountry = auctions.stream()
+                                     .filter(a -> a.country() != null)
+                                     .collect(Collectors.groupingBy(AuctionInfo::country, Collectors.counting()))
+                                     .entrySet().stream()
+                                     .max(Map.Entry.comparingByValue())
+                                     .map(Map.Entry::getKey)
+                                     .orElse("N/A");
+         
+         if (!"N/A".equals(topCountry)) {
+            insights.add(Map.of(
+                    "icon", "fa-globe",
+                    "title", topCountry + " leading",
+                    "description", "Top performing country"
+                               ));
+         }
+         
+         // Add sleeper lots insight
+         long sleeperCount = lots.stream().filter(Lot::isSleeperLot).count();
+         if (sleeperCount > 0) {
+            insights.add(Map.of(
+                    "icon", "fa-eye",
+                    "title", sleeperCount + " sleeper lots",
+                    "description", "High interest, low bids - opportunity?"
+                               ));
+         }
+         
+         // Add bargain insight
+         long bargainCount = lots.stream().filter(Lot::isBelowEstimate).count();
+         if (bargainCount > 5) {
+            insights.add(Map.of(
+                    "icon", "fa-tag",
+                    "title", bargainCount + " bargains",
+                    "description", "Priced below auction house estimates"
+                               ));
+         }
+         
+         // Add watch/followers insight
+         long highWatchCount = lots.stream()
+                                   .filter(l -> l.followersCount() != null && l.followersCount() > 20)
+                                   .count();
+         if (highWatchCount > 0) {
+            insights.add(Map.of(
+                    "icon", "fa-fire",
+                    "title", highWatchCount + " hot lots",
+                    "description", "High follower count, strong competition"
+                               ));
+         }
+         
+         return Response.ok(insights).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get insights", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/intelligence/sleepers
+    * Returns "sleeper" lots (high watch count, low bids)
+    */
+   @GET
+   @Path("/intelligence/sleepers")
+   public Response getSleeperLots(@QueryParam("minFollowers") @DefaultValue("10") int minFollowers) {
+      try {
+         var allLots = db.getAllLots();
+         var sleepers = allLots.stream()
+                               .filter(Lot::isSleeperLot)
+                               .toList();
+         
+         Map<String, Object> response = Map.of(
+                 "count", sleepers.size(),
+                 "lots", sleepers
+                                              );
+         
+         return Response.ok(response).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get sleeper lots", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/intelligence/bargains
+    * Returns lots priced below auction house estimates
+    */
+   @GET
+   @Path("/intelligence/bargains")
+   public Response getBargains() {
+      try {
+         var allLots = db.getAllLots();
+         var bargains = allLots.stream()
+                               .filter(Lot::isBelowEstimate)
+                               .sorted((a, b) -> {
+                                  Double ratioA = a.getPriceVsEstimateRatio();
+                                  Double ratioB = b.getPriceVsEstimateRatio();
+                                  if (ratioA == null) return 1;
+                                  if (ratioB == null) return -1;
+                                  return ratioA.compareTo(ratioB);
+                               })
+                               .toList();
+         
+         Map<String, Object> response = Map.of(
+                 "count", bargains.size(),
+                 "lots", bargains
+                                              );
+         
+         return Response.ok(response).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get bargains", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/intelligence/popular
+    * Returns lots by popularity level
+    */
+   @GET
+   @Path("/intelligence/popular")
+   public Response getPopularLots(@QueryParam("level") @DefaultValue("HIGH") String level) {
+      try {
+         var allLots = db.getAllLots();
+         var popular = allLots.stream()
+                              .filter(lot -> level.equalsIgnoreCase(lot.getPopularityLevel()))
+                              .sorted((a, b) -> {
+                                 Integer followersA = a.followersCount() != null ? a.followersCount() : 0;
+                                 Integer followersB = b.followersCount() != null ? b.followersCount() : 0;
+                                 return followersB.compareTo(followersA);
+                              })
+                              .toList();
+         
+         Map<String, Object> response = Map.of(
+                 "count", popular.size(),
+                 "level", level,
+                 "lots", popular
+                                              );
+         
+         return Response.ok(response).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get popular lots", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/intelligence/price-analysis
+    * Returns price vs estimate analysis
+    */
+   @GET
+   @Path("/intelligence/price-analysis")
+   public Response getPriceAnalysis() {
+      try {
+         var allLots = db.getAllLots();
+         
+         long belowEstimate = allLots.stream().filter(Lot::isBelowEstimate).count();
+         long aboveEstimate = allLots.stream().filter(Lot::isAboveEstimate).count();
+         long withEstimates = allLots.stream()
+                                     .filter(lot -> lot.estimatedMin() != null && lot.estimatedMax() != null)
+                                     .count();
+         
+         double avgPriceVsEstimate = allLots.stream()
+                                            .map(Lot::getPriceVsEstimateRatio)
+                                            .filter(ratio -> ratio != null)
+                                            .mapToDouble(Double::doubleValue)
+                                            .average()
+                                            .orElse(0.0);
+         
+         Map<String, Object> response = Map.of(
+                 "totalLotsWithEstimates", withEstimates,
+                 "belowEstimate", belowEstimate,
+                 "aboveEstimate", aboveEstimate,
+                 "averagePriceVsEstimatePercent", Math.round(avgPriceVsEstimate),
+                 "bargainOpportunities", belowEstimate
+                                              );
+         
+         return Response.ok(response).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get price analysis", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/lots/{lotId}/intelligence
+    * Returns detailed intelligence for a specific lot
+    */
+   @GET
+   @Path("/lots/{lotId}/intelligence")
+   public Response getLotIntelligence(@PathParam("lotId") long lotId) {
+      try {
+         var lot = db.getAllLots().stream()
+                     .filter(l -> l.lotId() == lotId)
+                     .findFirst()
+                     .orElse(null);
+         
+         if (lot == null) {
+            return Response.status(Response.Status.NOT_FOUND)
+                           .entity(Map.of("error", "Lot not found"))
+                           .build();
+         }
+         
+         Map<String, Object> intelligence = new HashMap<>();
+         intelligence.put("lotId", lot.lotId());
+         intelligence.put("followersCount", lot.followersCount());
+         intelligence.put("popularityLevel", lot.getPopularityLevel());
+         intelligence.put("estimatedMidpoint", lot.getEstimatedMidpoint());
+         intelligence.put("priceVsEstimatePercent", lot.getPriceVsEstimateRatio());
+         intelligence.put("isBargain", lot.isBelowEstimate());
+         intelligence.put("isOvervalued", lot.isAboveEstimate());
+         intelligence.put("isSleeperLot", lot.isSleeperLot());
+         intelligence.put("nextBidAmount", lot.calculateNextBid());
+         intelligence.put("totalCostWithFees", lot.calculateTotalCost());
+         intelligence.put("viewCount", lot.viewCount());
+         intelligence.put("bidVelocity", lot.bidVelocity());
+         intelligence.put("condition", lot.condition());
+         intelligence.put("vat", lot.vat());
+         intelligence.put("buyerPremium", lot.buyerPremiumPercentage());
+         
+         return Response.ok(intelligence).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get lot intelligence", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   /**
+    * GET /api/monitor/charts/watch-distribution
+    * Returns follower/watch count distribution
+    */
+   @GET
+   @Path("/charts/watch-distribution")
+   public Response getWatchDistribution() {
+      try {
+         var lots = db.getAllLots();
+         
+         Map<String, Long> distribution = new HashMap<>();
+         distribution.put("0 watchers", lots.stream().filter(l -> l.followersCount() == null || l.followersCount() == 0).count());
+         distribution.put("1-5 watchers", lots.stream().filter(l -> l.followersCount() != null && l.followersCount() >= 1 && l.followersCount() <= 5).count());
+         distribution.put("6-20 watchers", lots.stream().filter(l -> l.followersCount() != null && l.followersCount() >= 6 && l.followersCount() <= 20).count());
+         distribution.put("21-50 watchers", lots.stream().filter(l -> l.followersCount() != null && l.followersCount() >= 21 && l.followersCount() <= 50).count());
+         distribution.put("50+ watchers", lots.stream().filter(l -> l.followersCount() != null && l.followersCount() > 50).count());
+         
+         return Response.ok(distribution).build();
+      } catch (Exception e) {
+         LOG.error("Failed to get watch distribution", e);
+         return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                        .entity(Map.of("error", e.getMessage()))
+                        .build();
+      }
+   }
+   
+   // Helper class for trend data
+   public static class TrendHour {
+      
+      public int hour;
+      public int lots;
+      public int bids;
+      
+      public TrendHour(int hour, int lots, int bids) {
+         this.hour = hour;
+         this.lots = lots;
+         this.bids = bids;
+      }
+   }
+}

src/main/java/auctiora/BidHistory.java

@@ -0,0 +1,16 @@
+package auctiora;
+
+import java.time.LocalDateTime;
+
+/**
+ * Represents a bid in the bid history
+ */
+public record BidHistory(
+   int id,
+   String lotId,
+   double bidAmount,
+   LocalDateTime bidTime,
+   boolean isAutobid,
+   String bidderId,
+   Integer bidderNumber
+) {}

src/main/java/auctiora/DatabaseService.java

@@ -0,0 +1,218 @@
+package auctiora;
+
+import auctiora.db.*;
+import lombok.extern.slf4j.Slf4j;
+import org.jdbi.v3.core.Jdbi;
+
+import java.util.List;
+
+/**
+ * Refactored database service using repository pattern and JDBI3.
+ * Delegates operations to specialized repositories for better separation of concerns.
+ *
+ * @deprecated Legacy methods maintained for backward compatibility.
+ *             New code should use repositories directly via dependency injection.
+ */
+@Slf4j
+public class DatabaseService {
+
+    private final Jdbi jdbi;
+    private final LotRepository lotRepository;
+    private final AuctionRepository auctionRepository;
+    private final ImageRepository imageRepository;
+
+    /**
+     * Constructor for programmatic instantiation (tests, CLI tools).
+     */
+    public DatabaseService(String dbPath) {
+        String url = "jdbc:sqlite:" + dbPath + "?journal_mode=WAL&busy_timeout=10000";
+        this.jdbi = Jdbi.create(url);
+
+        // Initialize schema
+        DatabaseSchema.ensureSchema(jdbi);
+
+        // Create repositories
+        this.lotRepository = new LotRepository(jdbi);
+        this.auctionRepository = new AuctionRepository(jdbi);
+        this.imageRepository = new ImageRepository(jdbi);
+    }
+
+    /**
+     * Constructor with JDBI instance (for dependency injection).
+     */
+    public DatabaseService(Jdbi jdbi) {
+        this.jdbi = jdbi;
+        DatabaseSchema.ensureSchema(jdbi);
+
+        this.lotRepository = new LotRepository(jdbi);
+        this.auctionRepository = new AuctionRepository(jdbi);
+        this.imageRepository = new ImageRepository(jdbi);
+    }
+
+    // ==================== LEGACY COMPATIBILITY METHODS ====================
+    // These methods delegate to repositories for backward compatibility
+
+    void ensureSchema() {
+        DatabaseSchema.ensureSchema(jdbi);
+    }
+
+    synchronized void upsertAuction(AuctionInfo auction) {
+        auctionRepository.upsert(auction);
+    }
+
+    synchronized List<AuctionInfo> getAllAuctions() {
+        return auctionRepository.getAll();
+    }
+
+    synchronized List<AuctionInfo> getAuctionsByCountry(String countryCode) {
+        return auctionRepository.getByCountry(countryCode);
+    }
+
+    synchronized void upsertLot(Lot lot) {
+        lotRepository.upsert(lot);
+    }
+
+    synchronized void upsertLotWithIntelligence(Lot lot) {
+        lotRepository.upsertWithIntelligence(lot);
+    }
+
+    synchronized void updateLotCurrentBid(Lot lot) {
+        lotRepository.updateCurrentBid(lot);
+    }
+
+    synchronized void updateLotNotificationFlags(Lot lot) {
+        lotRepository.updateNotificationFlags(lot);
+    }
+
+    synchronized List<Lot> getActiveLots() {
+        return lotRepository.getActiveLots();
+    }
+
+    synchronized List<Lot> getAllLots() {
+        return lotRepository.getAllLots();
+    }
+
+    synchronized List<BidHistory> getBidHistory(String lotId) {
+        return lotRepository.getBidHistory(lotId);
+    }
+
+    synchronized void insertBidHistory(List<BidHistory> bidHistory) {
+        lotRepository.insertBidHistory(bidHistory);
+    }
+
+    synchronized void insertImage(long lotId, String url, String filePath, List<String> labels) {
+        imageRepository.insert(lotId, url, filePath, labels);
+    }
+
+    synchronized void updateImageLabels(int imageId, List<String> labels) {
+        imageRepository.updateLabels(imageId, labels);
+    }
+
+    synchronized List<String> getImageLabels(int imageId) {
+        return imageRepository.getLabels(imageId);
+    }
+
+    synchronized List<ImageRecord> getImagesForLot(long lotId) {
+        return imageRepository.getImagesForLot(lotId)
+            .stream()
+            .map(img -> new ImageRecord(img.id(), img.lotId(), img.url(), img.filePath(), img.labels()))
+            .toList();
+    }
+
+    synchronized List<ImageDetectionRecord> getImagesNeedingDetection() {
+        return imageRepository.getImagesNeedingDetection()
+            .stream()
+            .map(img -> new ImageDetectionRecord(img.id(), img.lotId(), img.filePath()))
+            .toList();
+    }
+
+    synchronized int getImageCount() {
+        return imageRepository.getImageCount();
+    }
+
+    synchronized List<AuctionInfo> importAuctionsFromScraper() {
+        return jdbi.withHandle(handle -> {
+            var sql = """
+                SELECT
+                    l.auction_id,
+                    MIN(l.title) as title,
+                    MIN(l.location) as location,
+                    MIN(l.url) as url,
+                    COUNT(*) as lots_count,
+                    MIN(l.closing_time) as first_lot_closing_time,
+                    MIN(l.scraped_at) as scraped_at
+                FROM lots l
+                WHERE l.auction_id IS NOT NULL
+                GROUP BY l.auction_id
+                """;
+
+            return handle.createQuery(sql)
+                .map((rs, ctx) -> {
+                    try {
+                        var auction = ScraperDataAdapter.fromScraperAuction(rs);
+                        if (auction.auctionId() != 0L) {
+                            auctionRepository.upsert(auction);
+                            return auction;
+                        }
+                    } catch (Exception e) {
+                        log.warn("Failed to import auction: {}", e.getMessage());
+                    }
+                    return null;
+                })
+                .list()
+                .stream()
+                .filter(a -> a != null)
+                .toList();
+        });
+    }
+
+    synchronized List<Lot> importLotsFromScraper() {
+        return jdbi.withHandle(handle -> {
+            var sql = "SELECT * FROM lots";
+
+            return handle.createQuery(sql)
+                .map((rs, ctx) -> {
+                    try {
+                        var lot = ScraperDataAdapter.fromScraperLot(rs);
+                        if (lot.lotId() != 0L && lot.saleId() != 0L) {
+                            lotRepository.upsert(lot);
+                            return lot;
+                        }
+                    } catch (Exception e) {
+                        log.warn("Failed to import lot: {}", e.getMessage());
+                    }
+                    return null;
+                })
+                .list()
+                .stream()
+                .filter(l -> l != null)
+                .toList();
+        });
+    }
+
+    // ==================== DIRECT REPOSITORY ACCESS ====================
+    // Expose repositories for modern usage patterns
+
+    public LotRepository lots() {
+        return lotRepository;
+    }
+
+    public AuctionRepository auctions() {
+        return auctionRepository;
+    }
+
+    public ImageRepository images() {
+        return imageRepository;
+    }
+
+    public Jdbi getJdbi() {
+        return jdbi;
+    }
+
+    // ==================== LEGACY RECORDS ====================
+    // Keep records for backward compatibility with existing code
+
+    public record ImageRecord(int id, long lotId, String url, String filePath, String labels) {}
+
+    public record ImageDetectionRecord(int id, long lotId, String filePath) {}
+}

src/main/java/auctiora/ImageProcessingService.java

@@ -0,0 +1,55 @@
+package auctiora;
+
+import lombok.extern.slf4j.Slf4j;
+
+@Slf4j
+public record ImageProcessingService(DatabaseService db, ObjectDetectionService detector) {
+   
+   boolean processImage(int id, String path, long lot) {
+      try {
+         path = path.replace('\\', '/');
+         var f = new java.io.File(path);
+         if (!f.exists() || !f.canRead()) {
+            log.warn("Image not accessible: {}", path);
+            return false;
+         }
+         if (f.length() > 50L * 1024 * 1024) {
+            log.warn("Image too large: {}", path);
+            return false;
+         }
+         
+         var labels = detector.detectObjects(path);
+         db.updateImageLabels(id, labels);
+         
+         if (!labels.isEmpty())
+            log.info("Lot {}: {}", lot, String.join(", ", labels));
+         
+         return true;
+      } catch (Exception e) {
+         log.error("Process fail {}: {}", id, e.getMessage());
+         return false;
+      }
+   }
+   
+   void processPendingImages() {
+      try {
+         var images = db.getImagesNeedingDetection();
+         log.info("Pending {}", images.size());
+         
+         int processed = 0, detected = 0;
+         
+         for (var i : images) {
+            if (processImage(i.id(), i.filePath(), i.lotId())) {
+               processed++;
+               var lbl = db.getImageLabels(i.id());
+               if (lbl != null && !lbl.isEmpty()) detected++;
+            }
+         }
+         
+         log.info("Processed {}, detected {}", processed, detected);
+         
+      } catch (Exception e) {
+         log.error("Batch fail: {}", e.getMessage());
+      }
+   }
+}

src/main/java/auctiora/Lot.java

@@ -0,0 +1,153 @@
+package auctiora;
+
+import lombok.With;
+import java.time.Duration;
+import java.time.LocalDateTime;
+
+/// Represents a lot (kavel) in an auction.
+/// Data typically populated by the external scraper process.
+/// This project enriches the data with image analysis and monitoring.
+@With
+public record Lot(
+        long saleId,
+        long lotId,
+        String displayId,  // Full lot ID string (e.g., "A1-34732-49") for GraphQL queries
+        String title,
+        String description,
+        String manufacturer,
+        String type,
+        int year,
+        String category,
+        double currentBid,
+        String currency,
+        String url,
+        LocalDateTime closingTime,
+        boolean closingNotified,
+        
+        // HIGH PRIORITY FIELDS from GraphQL API
+        Integer followersCount,           // Watch count - direct competition indicator
+        Double estimatedMin,              // Auction house min estimate (cents)
+        Double estimatedMax,              // Auction house max estimate (cents)
+        Long nextBidStepInCents,         // Exact bid increment from API
+        String condition,                 // Direct condition field
+        String categoryPath,              // Structured category (e.g., "Vehicles > Cars > Classic")
+        String cityLocation,              // Structured location
+        String countryCode,               // ISO country code
+        
+        // MEDIUM PRIORITY FIELDS
+        String biddingStatus,             // More detailed than minimumBidAmountMet
+        String appearance,                // Visual condition notes
+        String packaging,                 // Packaging details
+        Long quantity,                    // Lot quantity (bulk lots)
+        Double vat,                       // VAT percentage
+        Double buyerPremiumPercentage,    // Buyer premium
+        String remarks,                   // Viewing/pickup notes
+        
+        // BID INTELLIGENCE FIELDS
+        Double startingBid,              // Starting/opening bid
+        Double reservePrice,             // Reserve price (if disclosed)
+        Boolean reserveMet,              // Reserve met status
+        Double bidIncrement,             // Calculated bid increment
+        Integer viewCount,               // Number of views
+        LocalDateTime firstBidTime,      // First bid timestamp
+        LocalDateTime lastBidTime,       // Last bid timestamp
+        Double bidVelocity,          // Bids per hour
+        Double condition_score,
+        //Integer manufacturing_year,
+        Integer provenance_docs
+) {
+   
+   public Integer provenanceDocs()    { return provenance_docs; }
+   /// manufacturing_year
+   public Integer manufacturingYear() { return year; }
+   public Double conditionScore()     { return condition_score; }
+   public long minutesUntilClose() {
+      if (closingTime == null) return Long.MAX_VALUE;
+      return Duration.between(LocalDateTime.now(), closingTime).toMinutes();
+   }
+   // Intelligence Methods
+   /// Calculate total cost including VAT and buyer premium
+   public double calculateTotalCost() {
+      double base = currentBid > 0 ? currentBid : 0;
+      if (vat != null && vat > 0) {
+         base += (base * vat / 100.0);
+      }
+      if (buyerPremiumPercentage != null && buyerPremiumPercentage > 0) {
+         base += (base * buyerPremiumPercentage / 100.0);
+      }
+      return base;
+   }
+   
+   /// Calculate next bid amount using API-provided increment
+   public double calculateNextBid() {
+      if (nextBidStepInCents != null && nextBidStepInCents > 0) {
+         return currentBid + (nextBidStepInCents / 100.0);
+      } else if (bidIncrement != null && bidIncrement > 0) {
+         return currentBid + bidIncrement;
+      }
+      // Fallback: 5% increment
+      return currentBid * 1.05;
+   }
+   
+   /// Check if current bid is below estimate (potential bargain)
+   public boolean isBelowEstimate() {
+      if (estimatedMin == null || estimatedMin == 0) return false;
+      return currentBid < (estimatedMin / 100.0);
+   }
+   
+   /// Check if current bid exceeds estimate (overvalued)
+   public boolean isAboveEstimate() {
+      if (estimatedMax == null || estimatedMax == 0) return false;
+      return currentBid > (estimatedMax / 100.0);
+   }
+   
+   /// Calculate interest-to-bid conversion rate
+   public double getInterestToBidRatio() {
+      if (followersCount == null || followersCount == 0) return 0.0;
+      return currentBid > 0 ? 100.0 : 0.0;
+   }
+   
+   /// Determine lot popularity level
+   public String getPopularityLevel() {
+      if (followersCount == null) return "UNKNOWN";
+      if (followersCount > 50) return "HIGH";
+      if (followersCount > 20) return "MEDIUM";
+      if (followersCount > 5) return "LOW";
+      return "MINIMAL";
+   }
+   
+   /// Check if lot is a "sleeper" (high interest, low bids)
+   public boolean isSleeperLot() {
+      return followersCount != null && followersCount > 10 && currentBid < 100;
+   }
+   
+   /// Calculate estimated value range midpoint
+   public Double getEstimatedMidpoint() {
+      if (estimatedMin == null || estimatedMax == null) return null;
+      return (estimatedMin + estimatedMax) / 200.0; // Convert from cents
+   }
+   
+   /// Calculate price vs estimate ratio (for analytics)
+   public Double getPriceVsEstimateRatio() {
+      Double midpoint = getEstimatedMidpoint();
+      if (midpoint == null || midpoint == 0 || currentBid == 0) return null;
+      return (currentBid / midpoint) * 100.0;
+   }
+
+   /// Factory method for creating a basic Lot without intelligence fields (for tests and backward compatibility)
+   public static Lot basic(
+           long saleId, long lotId, String title, String description,
+           String manufacturer, String type, int year, String category,
+           double currentBid, String currency, String url,
+           LocalDateTime closingTime, boolean closingNotified) {
+      return new Lot(
+              saleId, lotId, null, title, description, manufacturer, type, year, category,
+              currentBid, currency, url, closingTime, closingNotified,
+              null, null, null, null, null, null, null, null,
+              null, null, null, null, null, null, null,
+              null, null, null, null, null, null, null, null,
+              null, null
+      );
+   }
+
+}

src/main/java/auctiora/LotEnrichmentScheduler.java

@@ -0,0 +1,81 @@
+package auctiora;
+
+import io.quarkus.scheduler.Scheduled;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.inject.Inject;
+import lombok.extern.slf4j.Slf4j;
+
+/**
+ * Scheduled tasks for enriching lots with GraphQL intelligence data.
+ * Uses dynamic frequencies based on lot closing times:
+ * - Critical (< 1 hour): Every 5 minutes
+ * - Urgent (< 6 hours): Every 30 minutes
+ * - Normal (< 24 hours): Every 2 hours
+ * - All lots: Every 6 hours
+ */
+@Slf4j
+@ApplicationScoped
+public class LotEnrichmentScheduler {
+   
+   @Inject LotEnrichmentService enrichmentService;
+   
+   /**
+    * Enriches lots closing within 1 hour - HIGH PRIORITY
+    * Runs every 5 minutes
+    */
+   @Scheduled(cron = "0 */5 * * * ?")
+   public void enrichCriticalLots() {
+      try {
+         log.debug("Enriching critical lots (closing < 1 hour)");
+         int enriched = enrichmentService.enrichClosingSoonLots(1);
+         if (enriched > 0) log.info("Enriched {} critical lots", enriched);
+      } catch (Exception e) {
+         log.error("Failed to enrich critical lots", e);
+      }
+   }
+   
+   /**
+    * Enriches lots closing within 6 hours - MEDIUM PRIORITY
+    * Runs every 30 minutes
+    */
+   @Scheduled(cron = "0 */30 * * * ?")
+   public void enrichUrgentLots() {
+      try {
+         log.debug("Enriching urgent lots (closing < 6 hours)");
+         int enriched = enrichmentService.enrichClosingSoonLots(6);
+         if (enriched > 0) log.info("Enriched {} urgent lots", enriched);
+      } catch (Exception e) {
+         log.error("Failed to enrich urgent lots", e);
+      }
+   }
+   
+   /**
+    * Enriches lots closing within 24 hours - NORMAL PRIORITY
+    * Runs every 2 hours
+    */
+   @Scheduled(cron = "0 0 */2 * * ?")
+   public void enrichDailyLots() {
+      try {
+         log.debug("Enriching daily lots (closing < 24 hours)");
+         int enriched = enrichmentService.enrichClosingSoonLots(24);
+         if (enriched > 0) log.info("Enriched {} daily lots", enriched);
+      } catch (Exception e) {
+         log.error("Failed to enrich daily lots", e);
+      }
+   }
+   
+   /**
+    * Enriches all active lots - LOW PRIORITY
+    * Runs every 6 hours to keep all data fresh
+    */
+   @Scheduled(cron = "0 0 */6 * * ?")
+   public void enrichAllLots() {
+      try {
+         log.info("Starting full enrichment of all lots");
+         int enriched = enrichmentService.enrichAllActiveLots();
+         log.info("Full enrichment complete: {} lots updated", enriched);
+      } catch (Exception e) {
+         log.error("Failed to enrich all lots", e);
+      }
+   }
+}

src/main/java/auctiora/LotEnrichmentService.java

@@ -0,0 +1,201 @@
+package auctiora;
+
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.inject.Inject;
+import lombok.extern.slf4j.Slf4j;
+
+import java.sql.SQLException;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.stream.Collectors;
+
+/**
+ * Service for enriching lots with intelligence data from GraphQL API.
+ * Updates existing lot records with followers, estimates, velocity, etc.
+ */
+@Slf4j
+@ApplicationScoped
+public class LotEnrichmentService {
+   
+   @Inject TroostwijkGraphQLClient graphQLClient;
+   @Inject DatabaseService         db;
+   /**
+    * Enriches a single lot with GraphQL intelligence data
+    */
+   public boolean enrichLot(Lot lot) {
+      if (lot.displayId() == null || lot.displayId().isBlank()) {
+         log.debug("Cannot enrich lot {} - missing displayId", lot.lotId());
+         return false;
+      }
+      
+      try {
+         var intelligence = graphQLClient.fetchLotIntelligence(lot.displayId(), lot.lotId());
+         if (intelligence == null) {
+            log.debug("No intelligence data for lot {}", lot.displayId());
+            return false;
+         }
+         
+         // Merge intelligence with existing lot data
+         var enrichedLot = mergeLotWithIntelligence(lot, intelligence);
+         db.upsertLotWithIntelligence(enrichedLot);
+         
+         log.debug("Enriched lot {} with GraphQL data", lot.lotId());
+         return true;
+         
+      } catch (Exception e) {
+         log.warn("Failed to enrich lot {}: {}", lot.lotId(), e.getMessage());
+         return false;
+      }
+   }
+   
+   /**
+    * Enriches multiple lots sequentially
+    * @param lots List of lots to enrich
+    * @return Number of successfully enriched lots
+    */
+   public int enrichLotsBatch(List<Lot> lots) {
+      if (lots.isEmpty()) {
+         return 0;
+      }
+      
+      log.info("Enriching {} lots via GraphQL", lots.size());
+      int enrichedCount = 0;
+      
+      for (var lot : lots) {
+         if (lot.displayId() == null || lot.displayId().isBlank()) {
+            log.debug("Skipping lot {} - missing displayId", lot.lotId());
+            continue;
+         }
+         
+         try {
+            var intelligence = graphQLClient.fetchLotIntelligence(lot.displayId(), lot.lotId());
+            if (intelligence != null) {
+               var enrichedLot = mergeLotWithIntelligence(lot, intelligence);
+               db.upsertLotWithIntelligence(enrichedLot);
+               enrichedCount++;
+            } else {
+               log.debug("No intelligence data for lot {}", lot.displayId());
+            }
+         } catch (Exception e) {
+            log.warn("Failed to enrich lot {}: {}", lot.displayId(), e.getMessage());
+         }
+         
+         // Small delay to respect rate limits (handled by RateLimitedHttpClient)
+      }
+      
+      log.info("Successfully enriched {}/{} lots", enrichedCount, lots.size());
+      return enrichedCount;
+   }
+   
+   /**
+    * Enriches lots closing soon (within specified hours) with higher priority
+    */
+   public int enrichClosingSoonLots(int hoursUntilClose) {
+      try {
+         var allLots = db.getAllLots();
+         var closingSoon = allLots.stream()
+                                  .filter(lot -> lot.closingTime() != null)
+                                  .filter(lot -> {
+                                     long minutes = lot.minutesUntilClose();
+                                     return minutes > 0 && minutes <= hoursUntilClose * 60;
+                                  })
+                                  .toList();
+         
+         if (closingSoon.isEmpty()) {
+            log.debug("No lots closing within {} hours", hoursUntilClose);
+            return 0;
+         }
+         
+         log.info("Enriching {} lots closing within {} hours", closingSoon.size(), hoursUntilClose);
+         return enrichLotsBatch(closingSoon);
+         
+      } catch (Exception e) {
+         log.error("Failed to enrich closing soon lots: {}", e.getMessage());
+         return 0;
+      }
+   }
+   
+   /**
+    * Enriches all active lots (can be slow for large datasets)
+    */
+   public int enrichAllActiveLots() {
+      try {
+         var allLots = db.getAllLots();
+         log.info("Enriching all {} active lots", allLots.size());
+         
+         // Process in batches to avoid overwhelming the API
+         int batchSize     = 50;
+         int totalEnriched = 0;
+         
+         for (int i = 0; i < allLots.size(); i += batchSize) {
+            int       end   = Math.min(i + batchSize, allLots.size());
+            List<Lot> batch = allLots.subList(i, end);
+            
+            int enriched = enrichLotsBatch(batch);
+            totalEnriched += enriched;
+            
+            // Small delay between batches to respect rate limits
+            if (end < allLots.size()) {
+               Thread.sleep(1000);
+            }
+         }
+         
+         log.info("Finished enriching all lots. Total enriched: {}/{}", totalEnriched, allLots.size());
+         return totalEnriched;
+         
+      } catch (Exception e) {
+         log.error("Failed to enrich all lots: {}", e.getMessage());
+         return 0;
+      }
+   }
+   
+   /**
+    * Merges existing lot data with GraphQL intelligence
+    */
+   private Lot mergeLotWithIntelligence(Lot lot, LotIntelligence intel) {
+      return new Lot(
+              lot.saleId(),
+              lot.lotId(),
+              lot.displayId(),  // Preserve displayId
+              lot.title(),
+              lot.description(),
+              lot.manufacturer(),
+              lot.type(),
+              lot.year(),
+              lot.category(),
+              lot.currentBid(),
+              lot.currency(),
+              lot.url(),
+              lot.closingTime(),
+              lot.closingNotified(),
+              // HIGH PRIORITY FIELDS from GraphQL
+              intel.followersCount(),
+              intel.estimatedMin(),
+              intel.estimatedMax(),
+              intel.nextBidStepInCents(),
+              intel.condition(),
+              intel.categoryPath(),
+              intel.cityLocation(),
+              intel.countryCode(),
+              // MEDIUM PRIORITY FIELDS
+              intel.biddingStatus(),
+              intel.appearance(),
+              intel.packaging(),
+              intel.quantity(),
+              intel.vat(),
+              intel.buyerPremiumPercentage(),
+              intel.remarks(),
+              // BID INTELLIGENCE FIELDS
+              intel.startingBid(),
+              intel.reservePrice(),
+              intel.reserveMet(),
+              intel.bidIncrement(),
+              intel.viewCount(),
+              intel.firstBidTime(),
+              intel.lastBidTime(),
+              intel.bidVelocity(),
+              null, // condition_score (computed separately)
+              null  // provenance_docs (computed separately)
+      );
+   }
+}

src/main/java/auctiora/LotIntelligence.java

@@ -0,0 +1,33 @@
+package auctiora;
+
+import java.time.LocalDateTime;
+
+/**
+ * Record holding enriched intelligence data fetched from GraphQL API
+ */
+public record LotIntelligence(
+    long lotId,
+    Integer followersCount,
+    Double estimatedMin,
+    Double estimatedMax,
+    Long nextBidStepInCents,
+    String condition,
+    String categoryPath,
+    String cityLocation,
+    String countryCode,
+    String biddingStatus,
+    String appearance,
+    String packaging,
+    Long quantity,
+    Double vat,
+    Double buyerPremiumPercentage,
+    String remarks,
+    Double startingBid,
+    Double reservePrice,
+    Boolean reserveMet,
+    Double bidIncrement,
+    Integer viewCount,
+    LocalDateTime firstBidTime,
+    LocalDateTime lastBidTime,
+    Double bidVelocity
+) {}

src/main/java/auctiora/NotificationService.java

@@ -0,0 +1,110 @@
+package auctiora;
+
+import lombok.extern.slf4j.Slf4j;
+
+import javax.mail.*;
+import javax.mail.internet.*;
+import java.awt.*;
+import java.util.Date;
+import java.util.Properties;
+
+@Slf4j
+public record NotificationService(Config cfg) {
+   
+   // Extra convenience constructor: raw string → Config
+   public NotificationService(String raw) {
+      this(Config.parse(raw));
+   }
+   
+   public void sendNotification(String msg, String title, int prio) {
+      if (cfg.useDesktop()) sendDesktop(title, msg, prio);
+      if (cfg.useEmail()) sendEmail(title, msg, prio);
+   }
+   
+   private void sendDesktop(String title, String msg, int prio) {
+      try {
+         if (!SystemTray.isSupported()) {
+            log.info("Desktop not supported: {}", title);
+            return;
+         }
+         
+         var tray = SystemTray.getSystemTray();
+         var icon = new TrayIcon(
+                 Toolkit.getDefaultToolkit().createImage(new byte[0]),
+                 "notify"
+         );
+         icon.setImageAutoSize(true);
+         tray.add(icon);
+         
+         var type = prio > 0 ? TrayIcon.MessageType.WARNING : TrayIcon.MessageType.INFO;
+         icon.displayMessage(title, msg, type);
+         
+         Thread.sleep(2000);
+         tray.remove(icon);
+         log.info("Desktop notification: {}", title);
+      } catch (Exception e) {
+         log.warn("Desktop failed: {}", e.getMessage());
+      }
+   }
+   
+   private void sendEmail(String title, String msg, int prio) {
+      try {
+         var props = new Properties();
+         props.put("mail.smtp.auth", "true");
+         props.put("mail.smtp.starttls.enable", "true");
+         props.put("mail.smtp.host", "smtp.gmail.com");
+         props.put("mail.smtp.port", "587");
+         props.put("mail.smtp.ssl.trust", "smtp.gmail.com");
+         
+         var session = Session.getInstance(props, new Authenticator() {
+            
+            @Override
+            protected PasswordAuthentication getPasswordAuthentication() {
+               return new PasswordAuthentication(cfg.smtpUsername(), cfg.smtpPassword());
+            }
+         });
+         
+         var m = new MimeMessage(session);
+         m.setFrom(new InternetAddress(cfg.smtpUsername()));
+         m.setRecipients(Message.RecipientType.TO, InternetAddress.parse(cfg.toEmail()));
+         m.setSubject("[Troostwijk] " + title);
+         m.setText(msg);
+         m.setSentDate(new Date());
+         
+         if (prio > 0) {
+            m.setHeader("X-Priority", "1");
+            m.setHeader("Importance", "High");
+         }
+         
+         Transport.send(m);
+         log.info("Email notification: {}", title);
+      } catch (Exception e) {
+         log.warn("Email failed: {}", e.getMessage());
+      }
+   }
+   
+   public record Config(
+           boolean useDesktop,
+           boolean useEmail,
+           String smtpUsername,
+           String smtpPassword,
+           String toEmail
+   ) {
+      
+      public static Config parse(String raw) {
+         if ("desktop".equalsIgnoreCase(raw)) {
+            return new Config(true, false, null, null, null);
+         }
+         
+         if (raw != null && raw.startsWith("smtp:")) {
+            var p = raw.split(":", -1);
+            if (p.length < 4) {
+               throw new IllegalArgumentException("Format: smtp:username:password:toEmail");
+            }
+            return new Config(true, true, p[1], p[2], p[3]);
+         }
+         
+         throw new IllegalArgumentException("Use 'desktop' or 'smtp:username:password:toEmail'");
+      }
+   }
+}

src/main/java/auctiora/ObjectDetectionService.java

@@ -0,0 +1,244 @@
+package auctiora;
+
+import jakarta.annotation.PostConstruct;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.inject.Inject;
+import org.eclipse.microprofile.config.inject.ConfigProperty;
+
+import lombok.extern.slf4j.Slf4j;
+import nu.pattern.OpenCV;
+import org.opencv.core.Core;
+import org.opencv.core.Mat;
+import org.opencv.core.Scalar;
+import org.opencv.core.Size;
+import org.opencv.dnn.Dnn;
+import org.opencv.dnn.Net;
+import org.opencv.imgcodecs.Imgcodecs;
+import java.io.Console;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.ArrayList;
+import java.util.List;
+import static org.opencv.dnn.Dnn.DNN_BACKEND_OPENCV;
+import static org.opencv.dnn.Dnn.DNN_TARGET_CPU;
+/**
+ * Service for performing object detection on images using OpenCV's DNN
+ * module.  The DNN module can load pre‑trained models from several
+ * frameworks (Darknet, TensorFlow, ONNX, etc.).  Here
+ * we load a YOLO model (Darknet) by specifying the configuration and
+ * weights files.  For each image we run a forward pass and return a
+ * list of detected class labels.
+ *
+ * If model files are not found, the service operates in disabled mode
+ * and returns empty lists.
+ */
+@Slf4j
+public class ObjectDetectionService {
+
+   private              Net          net;
+   private              List<String> classNames;
+   private              boolean      enabled;
+   private              int          warnCount    = 0;
+   private static final int          MAX_WARNINGS = 5;
+   private static       boolean      openCvLoaded = false;
+
+   private final String cfgPath;
+   private final String weightsPath;
+   private final String classNamesPath;
+
+   ObjectDetectionService(String cfgPath, String weightsPath, String classNamesPath) throws IOException {
+      this.cfgPath = cfgPath;
+      this.weightsPath = weightsPath;
+      this.classNamesPath = classNamesPath;
+   }
+
+   @PostConstruct
+   void init() {
+      // Load OpenCV native libraries first
+      if (!openCvLoaded) {
+         try {
+            OpenCV.loadLocally();
+            openCvLoaded = true;
+            log.info("✓ OpenCV {} loaded successfully", Core.VERSION);
+         } catch (Exception e) {
+            log.warn("⚠️  Object detection disabled: OpenCV native libraries not loaded");
+            enabled = false;
+            net = null;
+            classNames = new ArrayList<>();
+            return;
+         }
+      }
+
+      initializeModel();
+   }
+
+   private void initializeModel() {
+      // Check if model files exist
+      var cfgFile        = Paths.get(cfgPath);
+      var weightsFile    = Paths.get(weightsPath);
+      var classNamesFile = Paths.get(classNamesPath);
+      
+      if (!Files.exists(cfgFile) || !Files.exists(weightsFile) || !Files.exists(classNamesFile)) {
+         log.info("⚠️  Object detection disabled: YOLO model files not found");
+         log.info("   Expected files:");
+         log.info("   - {}", cfgPath);
+         log.info("   - {}", weightsPath);
+         log.info("   - {}", classNamesPath);
+         log.info("   Scraper will continue without image analysis.");
+         enabled    = false;
+         net        = null;
+         classNames = new ArrayList<>();
+         return;
+      }
+      
+      try {
+         // Load network
+         net = Dnn.readNetFromDarknet(cfgPath, weightsPath);
+         
+         // Try to use GPU/CUDA if available, fallback to CPU
+         try {
+            net.setPreferableBackend(Dnn.DNN_BACKEND_CUDA);
+            net.setPreferableTarget(Dnn.DNN_TARGET_CUDA);
+            log.info("✓ Object detection enabled with YOLO (CUDA/GPU acceleration)");
+         } catch (Exception e) {
+            // CUDA not available, try Vulkan for AMD GPUs
+            try {
+               net.setPreferableBackend(Dnn.DNN_BACKEND_VKCOM);
+               net.setPreferableTarget(Dnn.DNN_TARGET_VULKAN);
+               log.info("✓ Object detection enabled with YOLO (Vulkan/GPU acceleration)");
+            } catch (Exception e2) {
+               // GPU not available, fallback to CPU
+               net.setPreferableBackend(DNN_BACKEND_OPENCV);
+               net.setPreferableTarget(DNN_TARGET_CPU);
+               log.info("✓ Object detection enabled with YOLO (CPU only)");
+            }
+         }
+         
+         // Load class names (one per line)
+         classNames = Files.readAllLines(classNamesFile);
+         enabled    = true;
+      } catch (UnsatisfiedLinkError e) {
+         log.error("⚠️  Object detection disabled: OpenCV native libraries not loaded", e);
+         enabled = false;
+         net = null;
+         classNames = new ArrayList<>();
+      } catch (Exception e) {
+         log.error("⚠️  Object detection disabled: " + e.getMessage(), e);
+         enabled = false;
+         net = null;
+         classNames = new ArrayList<>();
+      }
+   }
+   /**
+    * Detects objects in the given image file and returns a list of
+    * human‑readable labels.  Only detections above a confidence
+    * threshold are returned.  For brevity this method omits drawing
+    * bounding boxes.  See the OpenCV DNN documentation for details on
+    * post‑processing【784097309529506†L324-L344】.
+    *
+    * @param imagePath absolute path to the image
+    * @return list of detected class names (empty if detection disabled)
+    */
+   List<String> detectObjects(String imagePath) {
+      if (!enabled) {
+         return new ArrayList<>();
+      }
+      
+      List<String> labels = new ArrayList<>();
+      var          image  = Imgcodecs.imread(imagePath);
+      if (image.empty()) return labels;
+      // Create a 4D blob from the image
+      var blob = Dnn.blobFromImage(image, 1.0 / 255.0, new Size(416, 416), new Scalar(0, 0, 0), true, false);
+      net.setInput(blob);
+      List<Mat> outs     = new ArrayList<>();
+      var       outNames = getOutputLayerNames(net);
+      net.forward(outs, outNames);
+      // Post‑process: for each detection compute score and choose class
+      var confThreshold = 0.5f;
+      for (var out : outs) {
+         // YOLO output shape: [num_detections, 85] where 85 = 4 (bbox) + 1 (objectness) + 80 (classes)
+         int numDetections  = out.rows();
+         int numElements    = out.cols();
+         int expectedLength = 5 + classNames.size();
+         
+         if (numElements < expectedLength) {
+            // Rate-limit warnings to prevent thread blocking from excessive logging
+            if (warnCount < MAX_WARNINGS) {
+               log.warn("Output matrix has wrong dimensions: expected {} columns, got {}. Output shape: [{}, {}]",
+                        expectedLength, numElements, numDetections, numElements);
+               warnCount++;
+               if (warnCount == MAX_WARNINGS) {
+                  log.warn("Suppressing further dimension warnings (reached {} warnings)", MAX_WARNINGS);
+               }
+            }
+            continue;
+         }
+         
+         for (var i = 0; i < numDetections; i++) {
+            // Get entire row (all 85 elements)
+            var data = new double[numElements];
+            for (int j = 0; j < numElements; j++) {
+               data[j] = out.get(i, j)[0];
+            }
+            
+            // Extract objectness score (index 4) and class scores (index 5+)
+            double objectness = data[4];
+            if (objectness < confThreshold) {
+               continue; // Skip low-confidence detections
+            }
+            
+            // Extract class scores
+            var scores = new double[classNames.size()];
+            System.arraycopy(data, 5, scores, 0, Math.min(scores.length, data.length - 5));
+            
+            var classId    = argMax(scores);
+            var confidence = scores[classId] * objectness; // Combine objectness with class confidence
+            
+            if (confidence > confThreshold) {
+               var label = classNames.get(classId);
+               if (!labels.contains(label)) {
+                  labels.add(label);
+               }
+            }
+         }
+      }
+      
+      // Release resources
+      image.release();
+      blob.release();
+      for (var out : outs) {
+         out.release();
+      }
+      return labels;
+   }
+   /**
+    * Returns the indexes of the output layers in the network.  YOLO
+    * automatically discovers its output layers; other models may require
+    * manually specifying them【784097309529506†L356-L365】.
+    */
+   private List<String> getOutputLayerNames(Net net) {
+      List<String> names       = new ArrayList<>();
+      var          outLayers   = net.getUnconnectedOutLayers().toList();
+      var          layersNames = net.getLayerNames();
+      for (var i : outLayers) {
+         names.add(layersNames.get(i - 1));
+      }
+      return names;
+   }
+   /**
+    * Returns the index of the maximum value in the array.
+    */
+   private int argMax(double[] array) {
+      var best = 0;
+      var max  = array[0];
+      for (var i = 1; i < array.length; i++) {
+         if (array[i] > max) {
+            max  = array[i];
+            best = i;
+         }
+      }
+      return best;
+   }
+}

src/main/java/auctiora/QuarkusWorkflowScheduler.java

@@ -0,0 +1,309 @@
+package auctiora;
+
+import io.quarkus.runtime.StartupEvent;
+import io.quarkus.scheduler.Scheduled;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.enterprise.event.Observes;
+import jakarta.inject.Inject;
+import lombok.extern.slf4j.Slf4j;
+import org.eclipse.microprofile.config.inject.ConfigProperty;
+import org.jboss.logging.Logger;
+
+import java.util.List;
+
+/**
+ * Quarkus-based Workflow Scheduler using @Scheduled annotations.
+ * Replaces the manual ScheduledExecutorService with Quarkus Scheduler.
+ *
+ * This class coordinates all scheduled workflows using Quarkus's built-in
+ * scheduling capabilities with cron expressions.
+ */
+@ApplicationScoped
+public class QuarkusWorkflowScheduler {
+   
+   private static final Logger LOG = Logger.getLogger(QuarkusWorkflowScheduler.class);
+   
+   @Inject DatabaseService        db;
+   @Inject NotificationService    notifier;
+   @Inject ObjectDetectionService detector;
+   @Inject ImageProcessingService imageProcessor;
+   @Inject LotEnrichmentService   enrichmentService;
+   
+   @ConfigProperty(name = "auction.database.path")   String databasePath;
+   
+   /**
+    * Triggered on application startup to enrich existing lots with bid intelligence
+    */
+   void onStart(@Observes StartupEvent ev) {
+      LOG.info("🚀 Application started - triggering initial lot enrichment...");
+      // Run enrichment in background thread to not block startup
+      new Thread(() -> {
+         try {
+            Thread.sleep(5000); // Wait 5 seconds for application to fully start
+            LOG.info("Starting full lot enrichment in background...");
+            int enriched = enrichmentService.enrichAllActiveLots();
+            LOG.infof("✓ Startup enrichment complete: %d lots enriched", enriched);
+         } catch (Exception e) {
+            LOG.errorf(e, "❌ Startup enrichment failed: %s", e.getMessage());
+         }
+      }).start();
+   }
+   
+   /**
+    * Workflow 1: Import Scraper Data
+    * Cron: Every 30 minutes (0 -/30 - - - ?)
+    * Purpose: Import new auctions and lots from external scraper
+    */
+   @Scheduled(cron = "{auction.workflow.scraper-import.cron}", identity = "scraper-import")
+   void importScraperData() {
+      try {
+         LOG.info("📥 [WORKFLOW 1] Importing scraper data...");
+         var start = System.currentTimeMillis();
+         
+         // Import auctions
+         var auctions = db.importAuctionsFromScraper();
+         LOG.infof("  → Imported %d auctions", auctions.size());
+         
+         // Import lots
+         var lots = db.importLotsFromScraper();
+         LOG.infof("  → Imported %d lots", lots.size());
+         
+         // Check for images needing detection
+         var images = db.getImagesNeedingDetection();
+         LOG.infof("  → Found %d images needing detection", images.size());
+         
+         var duration = System.currentTimeMillis() - start;
+         LOG.infof("  ✓ Scraper import completed in %dms", duration);
+         
+         // Trigger notification if significant data imported
+         if (auctions.size() > 0 || lots.size() > 10) {
+            notifier.sendNotification(
+                    String.format("Imported %d auctions, %d lots", auctions.size(), lots.size()),
+                    "Data Import Complete",
+                    0
+                                     );
+         }
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Scraper import failed: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Workflow 2: Process Pending Images
+    * Cron: Every 1 hour (0 0 * * * ?)
+    * Purpose: Run object detection on images already downloaded by scraper
+    */
+   @Scheduled(cron = "{auction.workflow.image-processing.cron}", identity = "image-processing")
+   void processImages() {
+      try {
+         LOG.info("🖼️  [WORKFLOW 2] Processing pending images...");
+         var start = System.currentTimeMillis();
+         
+         // Get images that have been downloaded but need object detection
+         var pendingImages = db.getImagesNeedingDetection();
+         
+         if (pendingImages.isEmpty()) {
+            LOG.info("  → No pending images to process");
+            return;
+         }
+         
+         // Limit batch size to prevent thread blocking (max 100 images per run)
+         final int MAX_BATCH_SIZE = 100;
+         int       totalPending   = pendingImages.size();
+         if (totalPending > MAX_BATCH_SIZE) {
+            LOG.infof("  → Found %d pending images, processing first %d (batch limit)",
+                      totalPending, MAX_BATCH_SIZE);
+            pendingImages = pendingImages.subList(0, MAX_BATCH_SIZE);
+         } else {
+            LOG.infof("  → Processing %d images", totalPending);
+         }
+         
+         var processed = 0;
+         var detected  = 0;
+         var failed    = 0;
+         
+         for (var image : pendingImages) {
+            try {
+               // Run object detection on already-downloaded image
+               if (imageProcessor.processImage(image.id(), image.filePath(), image.lotId())) {
+                  processed++;
+                  
+                  // Check if objects were detected
+                  var labels = db.getImageLabels(image.id());
+                  if (labels != null && !labels.isEmpty()) {
+                     detected++;
+                     
+                     // Send notification for interesting detections
+                     if (labels.size() >= 3) {
+                        notifier.sendNotification(
+                                String.format("Lot %d: Detected %s",
+                                              image.lotId(),
+                                              String.join(", ", labels)),
+                                "Objects Detected",
+                                0
+                                                 );
+                     }
+                  }
+               } else {
+                  failed++;
+               }
+               
+               // Rate limiting (lighter since no network I/O)
+               Thread.sleep(100);
+               
+            } catch (Exception e) {
+               failed++;
+               LOG.warnf("    ⚠️  Failed to process image: %s", e.getMessage());
+            }
+         }
+         
+         var duration = System.currentTimeMillis() - start;
+         LOG.infof("  ✓ Processed %d/%d images, detected objects in %d, failed %d (%.1fs)",
+                   processed, totalPending, detected, failed, duration / 1000.0);
+         
+         if (totalPending > MAX_BATCH_SIZE) {
+            LOG.infof("  → %d images remaining for next run", totalPending - MAX_BATCH_SIZE);
+         }
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Image processing failed: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Workflow 3: Monitor Bids
+    * Cron: Every 15 minutes (0 -/15 * * * ?)
+    * Purpose: Check for bid changes and send notifications
+    */
+   @Scheduled(cron = "{auction.workflow.bid-monitoring.cron}", identity = "bid-monitoring")
+   void monitorBids() {
+      try {
+         LOG.info("💰 [WORKFLOW 3] Monitoring bids...");
+         var start = System.currentTimeMillis();
+         
+         var activeLots = db.getActiveLots();
+         LOG.infof("  → Checking %d active lots", activeLots.size());
+         
+         // Note: In production, this would call Troostwijk API
+         // For now, we just track what's in the database
+         // The external scraper updates bids, we just notify
+         
+         var duration = System.currentTimeMillis() - start;
+         LOG.infof("  ✓ Bid monitoring completed in %dms", duration);
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Bid monitoring failed: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Workflow 4: Check Closing Times
+    * Cron: Every 5 minutes (0 -/5 * * * ?)
+    * Purpose: Send alerts for lots closing soon
+    */
+   @Scheduled(cron = "{auction.workflow.closing-alerts.cron}", identity = "closing-alerts")
+   void checkClosingTimes() {
+      try {
+         LOG.info("⏰ [WORKFLOW 4] Checking closing times...");
+         var start = System.currentTimeMillis();
+         
+         var activeLots = db.getActiveLots();
+         var alertsSent = 0;
+         
+         for (var lot : activeLots) {
+            if (lot.closingTime() == null) continue;
+            
+            var minutesLeft = lot.minutesUntilClose();
+            
+            // Alert for lots closing in 5 minutes
+            if (minutesLeft <= 5 && minutesLeft > 0 && !lot.closingNotified()) {
+               var message = String.format("Kavel %d sluit binnen %d min.",
+                                           lot.lotId(), minutesLeft);
+               
+               notifier.sendNotification(message, "Lot Closing Soon", 1);
+               
+               // Mark as notified
+               var updated = Lot.basic(
+                       lot.saleId(), lot.lotId(), lot.title(), lot.description(),
+                       lot.manufacturer(), lot.type(), lot.year(), lot.category(),
+                       lot.currentBid(), lot.currency(), lot.url(),
+                       lot.closingTime(), true
+                                      );
+               db.updateLotNotificationFlags(updated);
+               
+               alertsSent++;
+            }
+         }
+         
+         var duration = System.currentTimeMillis() - start;
+         LOG.infof("  → Sent %d closing alerts in %dms", alertsSent, duration);
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Closing alerts failed: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: New auction discovered
+    */
+   public void onNewAuctionDiscovered(AuctionInfo auction) {
+      LOG.infof("📣 EVENT: New auction discovered - %s", auction.title());
+      
+      try {
+         db.upsertAuction(auction);
+         
+         notifier.sendNotification(
+                 String.format("New auction: %s\nLocation: %s\nLots: %d",
+                               auction.title(), auction.location(), auction.lotCount()),
+                 "New Auction Discovered",
+                 0
+                                  );
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Failed to handle new auction: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: Bid change detected
+    */
+   public void onBidChange(Lot lot, double previousBid, double newBid) {
+      LOG.infof("📣 EVENT: Bid change on lot %d (€%.2f → €%.2f)",
+                lot.lotId(), previousBid, newBid);
+      
+      try {
+         db.updateLotCurrentBid(lot);
+         
+         notifier.sendNotification(
+                 String.format("Nieuw bod op kavel %d: €%.2f (was €%.2f)",
+                               lot.lotId(), newBid, previousBid),
+                 "Kavel Bieding Update",
+                 0
+                                  );
+         
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Failed to handle bid change: %s", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: Objects detected in image
+    */
+   public void onObjectsDetected(int lotId, List<String> labels) {
+      LOG.infof("📣 EVENT: Objects detected in lot %d - %s",
+                lotId, String.join(", ", labels));
+      
+      try {
+         if (labels.size() >= 2) {
+            notifier.sendNotification(
+                    String.format("Lot %d contains: %s", lotId, String.join(", ", labels)),
+                    "Objects Detected",
+                    0
+                                     );
+         }
+      } catch (Exception e) {
+         LOG.errorf(e, "  ❌ Failed to send detection notification: %s", e.getMessage());
+      }
+   }
+}

src/main/java/auctiora/RateLimitedHttpClient.java

@@ -0,0 +1,246 @@
+package auctiora;
+
+import jakarta.enterprise.context.ApplicationScoped;
+import org.eclipse.microprofile.config.inject.ConfigProperty;
+import org.jboss.logging.Logger;
+
+import java.io.IOException;
+import java.net.URI;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import java.time.Duration;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.Semaphore;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicLong;
+
+/**
+ * Rate-limited HTTP client that enforces per-host request limits.
+ *
+ * Features:
+ * - Per-host rate limiting (configurable max requests per second)
+ * - Request counting and monitoring
+ * - Thread-safe using semaphores
+ * - Automatic host extraction from URLs
+ *
+ * This prevents overloading external services like Troostwijk and getting blocked.
+ */
+@ApplicationScoped
+public class RateLimitedHttpClient {
+   
+   private static final Logger LOG = Logger.getLogger(RateLimitedHttpClient.class);
+   
+   private final HttpClient                httpClient;
+   private final Map<String, RateLimiter>  rateLimiters;
+   private final Map<String, RequestStats> requestStats;
+   
+   @ConfigProperty(name = "auction.http.rate-limit.default-max-rps", defaultValue = "2")
+   int defaultMaxRequestsPerSecond;
+   
+   @ConfigProperty(name = "auction.http.rate-limit.troostwijk-max-rps", defaultValue = "1")
+   int troostwijkMaxRequestsPerSecond;
+   
+   @ConfigProperty(name = "auction.http.timeout-seconds", defaultValue = "30")
+   int timeoutSeconds;
+   
+   public RateLimitedHttpClient() {
+      this.httpClient   = HttpClient.newBuilder()
+                                    .connectTimeout(Duration.ofSeconds(30))
+                                    .build();
+      this.rateLimiters = new ConcurrentHashMap<>();
+      this.requestStats = new ConcurrentHashMap<>();
+   }
+   
+   /**
+    * Sends a GET request with automatic rate limiting based on host.
+    */
+   public HttpResponse<String> sendGet(String url) throws IOException, InterruptedException {
+      var request = HttpRequest.newBuilder()
+                               .uri(URI.create(url))
+                               .timeout(Duration.ofSeconds(timeoutSeconds))
+                               .GET()
+                               .build();
+      
+      return send(request, HttpResponse.BodyHandlers.ofString());
+   }
+   
+   /**
+    * Sends a request for binary data (like images) with rate limiting.
+    */
+   public HttpResponse<byte[]> sendGetBytes(String url) throws IOException, InterruptedException {
+      var request = HttpRequest.newBuilder()
+                               .uri(URI.create(url))
+                               .timeout(Duration.ofSeconds(timeoutSeconds))
+                               .GET()
+                               .build();
+      
+      return send(request, HttpResponse.BodyHandlers.ofByteArray());
+   }
+   
+   /**
+    * Sends any HTTP request with automatic rate limiting.
+    */
+   public <T> HttpResponse<T> send(HttpRequest request, HttpResponse.BodyHandler<T> bodyHandler)
+   throws IOException, InterruptedException {
+      
+      var host    = extractHost(request.uri());
+      var limiter = getRateLimiter(host);
+      var stats   = getRequestStats(host);
+      
+      // Enforce rate limit (blocks if necessary)
+      limiter.acquire();
+      
+      // Track request
+      stats.incrementTotal();
+      var startTime = System.currentTimeMillis();
+      
+      try {
+         var response = httpClient.send(request, bodyHandler);
+         
+         var duration = System.currentTimeMillis() - startTime;
+         stats.recordSuccess(duration);
+         
+         LOG.debugf("HTTP %d %s %s (%dms)",
+                    response.statusCode(), request.method(), host, duration);
+         
+         // Track rate limit violations (429 = Too Many Requests)
+         if (response.statusCode() == 429) {
+            stats.incrementRateLimited();
+            LOG.warnf("⚠️  Rate limited by %s (HTTP 429)", host);
+         }
+         
+         return response;
+         
+      } catch (IOException | InterruptedException e) {
+         stats.incrementFailed();
+         LOG.warnf("❌ HTTP request failed for %s: %s", host, e.getMessage());
+         throw e;
+      }
+   }
+   
+   /**
+    * Gets or creates a rate limiter for a specific host.
+    */
+   private RateLimiter getRateLimiter(String host) {
+      return rateLimiters.computeIfAbsent(host, h -> {
+         var maxRps = getMaxRequestsPerSecond(h);
+         LOG.infof("Initializing rate limiter for %s: %d req/s", h, maxRps);
+         return new RateLimiter(maxRps);
+      });
+   }
+   
+   /**
+    * Gets or creates request stats for a specific host.
+    */
+   private RequestStats getRequestStats(String host) {
+      return requestStats.computeIfAbsent(host, h -> new RequestStats(h));
+   }
+   
+   /**
+    * Determines max requests per second for a given host.
+    */
+   private int getMaxRequestsPerSecond(String host) {
+      return host.contains("troostwijk") ? troostwijkMaxRequestsPerSecond : defaultMaxRequestsPerSecond;
+   }
+   
+   private String extractHost(URI uri) {
+      return uri.getHost() != null ? uri.getHost() : uri.toString();
+   }
+   public Map<String, RequestStats> getAllStats() {
+      return Map.copyOf(requestStats);
+   }
+   public RequestStats getStats(String host) {
+      return requestStats.get(host);
+   }
+   
+   /**
+    * Rate limiter implementation using token bucket algorithm.
+    * Allows burst traffic up to maxRequestsPerSecond, then enforces steady rate.
+    */
+   private static class RateLimiter {
+      
+      private final Semaphore semaphore;
+      private final int       maxRequestsPerSecond;
+      private final long      intervalNanos;
+      
+      RateLimiter(int maxRequestsPerSecond) {
+         this.maxRequestsPerSecond = maxRequestsPerSecond;
+         this.intervalNanos        = TimeUnit.SECONDS.toNanos(1) / maxRequestsPerSecond;
+         this.semaphore            = new Semaphore(maxRequestsPerSecond);
+         
+         // Refill tokens periodically
+         startRefillThread();
+      }
+      
+      void acquire() throws InterruptedException {
+         semaphore.acquire();
+         
+         // Enforce minimum delay between requests
+         var delayMillis = intervalNanos / 1_000_000;
+         if (delayMillis > 0) {
+            Thread.sleep(delayMillis);
+         }
+      }
+      
+      private void startRefillThread() {
+         var refillThread = new Thread(() -> {
+            while (!Thread.currentThread().isInterrupted()) {
+               try {
+                  Thread.sleep(1000); // Refill every second
+                  var toRelease = maxRequestsPerSecond - semaphore.availablePermits();
+                  if (toRelease > 0) {
+                     semaphore.release(toRelease);
+                  }
+               } catch (InterruptedException e) {
+                  Thread.currentThread().interrupt();
+                  break;
+               }
+            }
+         }, "RateLimiter-Refill");
+         refillThread.setDaemon(true);
+         refillThread.start();
+      }
+   }
+   
+   public static final class RequestStats {
+      
+      private final String     host;
+      private final AtomicLong totalRequests       = new AtomicLong(0);
+      private final AtomicLong successfulRequests  = new AtomicLong(0);
+      private final AtomicLong failedRequests      = new AtomicLong(0);
+      private final AtomicLong rateLimitedRequests = new AtomicLong(0);
+      private final AtomicLong totalDurationMs     = new AtomicLong(0);
+      
+      RequestStats(String host) {
+         this.host = host;
+      }
+      
+      void incrementTotal() { totalRequests.incrementAndGet(); }
+      
+      void recordSuccess(long durationMs) {
+         successfulRequests.incrementAndGet();
+         totalDurationMs.addAndGet(durationMs);
+      }
+      
+      void incrementFailed()               { failedRequests.incrementAndGet(); }
+      void incrementRateLimited()          { rateLimitedRequests.incrementAndGet(); }
+      public String getHost()              { return host; }
+      public long getTotalRequests()       { return totalRequests.get(); }
+      public long getSuccessfulRequests()  { return successfulRequests.get(); }
+      public long getFailedRequests()      { return failedRequests.get(); }
+      public long getRateLimitedRequests() { return rateLimitedRequests.get(); }
+      public long getAverageDurationMs() {
+         var successful = successfulRequests.get();
+         return successful > 0 ? totalDurationMs.get() / successful : 0;
+      }
+      
+      @Override
+      public String toString() {
+         return String.format("%s: %d total, %d success, %d failed, %d rate-limited, avg %dms",
+                              host, getTotalRequests(), getSuccessfulRequests(),
+                              getFailedRequests(), getRateLimitedRequests(), getAverageDurationMs());
+      }
+   }
+}

src/main/java/auctiora/ScraperDataAdapter.java

@@ -0,0 +1,176 @@
+package auctiora;
+
+import lombok.extern.slf4j.Slf4j;
+
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.time.format.DateTimeParseException;
+
+@Slf4j
+public class ScraperDataAdapter {
+   
+   private static final DateTimeFormatter[] TIMESTAMP_FORMATS = {
+           DateTimeFormatter.ISO_LOCAL_DATE_TIME,
+           DateTimeFormatter.ISO_DATE_TIME,
+           DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss")
+   };
+   
+   static AuctionInfo fromScraperAuction(ResultSet rs) throws SQLException {
+      // Parse "A7-39813" → auctionId=39813, type="A7"
+      var auctionIdStr = rs.getString("auction_id");
+      var auctionId    = extractNumericId(auctionIdStr);
+      var type         = extractTypePrefix(auctionIdStr);
+      
+      // Split "Cluj-Napoca, RO" → city="Cluj-Napoca", country="RO"
+      var location      = rs.getString("location");
+      var locationParts = parseLocation(location);
+      var city          = locationParts[0];
+      var country       = locationParts[1];
+      
+      // Map field names
+      var lotCount    = getIntOrDefault(rs, "lots_count", 0);
+      var closingTime = parseTimestamp(getStringOrNull(rs, "first_lot_closing_time"));
+      
+      return new AuctionInfo(
+              auctionId,
+              rs.getString("title"),
+              location,
+              city,
+              country,
+              rs.getString("url"),
+              type,
+              lotCount,
+              closingTime
+      );
+   }
+   
+   public static Lot fromScraperLot(ResultSet rs) throws SQLException {
+      var lotIdStr = rs.getString("lot_id");  // Full display ID (e.g., "A1-34732-49")
+      var lotId    = extractNumericId(lotIdStr);
+      var saleId   = extractNumericId(rs.getString("auction_id"));
+
+      var bidStr   = getStringOrNull(rs, "current_bid");
+      var bid      = parseBidAmount(bidStr);
+      var currency = parseBidCurrency(bidStr);
+
+      var closing = parseTimestamp(getStringOrNull(rs, "closing_time"));
+
+      return new Lot(
+              saleId,
+              lotId,
+              lotIdStr,  // Store full displayId for GraphQL queries
+              rs.getString("title"),
+              getStringOrDefault(rs, "description", ""),
+              getStringOrDefault(rs, "manufacturer", ""),
+              getStringOrDefault(rs, "type", ""),
+              getIntOrDefault(rs, "year", 0),
+              getStringOrDefault(rs, "category", ""),
+              bid,
+              currency,
+              rs.getString("url"),
+              closing,
+              getBooleanOrDefault(rs, "closing_notified", false),
+              // New intelligence fields - set to null for now
+              null, null, null, null, null, null, null, null,
+              null, null, null, null, null, null, null,
+              null, null, null, null, null, null, null, null,
+              null, null
+      );
+   }
+   
+   public static long extractNumericId(String id) {
+      if (id == null || id.isBlank()) return 0L;
+      // Remove the type prefix (e.g., "A7-") first, then extract all digits
+      // "A7-39813" → "39813" → 39813
+      // "A1-28505-5" → "28505-5" → "285055"
+      var afterPrefix = id.indexOf('-') >= 0 ? id.substring(id.indexOf('-') + 1) : id;
+      var digits = afterPrefix.replaceAll("\\D+", "");
+      if (digits.isEmpty()) return 0L;
+
+      // Check if number is too large for long (> 19 digits or value > Long.MAX_VALUE)
+      if (digits.length() > 19) {
+         log.debug("ID too large for long, skipping: {}", id);
+         return 0L;
+      }
+
+      try {
+         return Long.parseLong(digits);
+      } catch (NumberFormatException e) {
+         log.debug("Invalid numeric ID, skipping: {}", id);
+         return 0L;
+      }
+   }
+   
+   private static String extractTypePrefix(String id) {
+      if (id == null) return "";
+      var idx = id.indexOf('-');
+      return idx > 0 ? id.substring(0, idx) : "";
+   }
+   
+   private static String[] parseLocation(String location) {
+      if (location == null || location.isBlank()) return new String[]{ "", "" };
+      var parts   = location.split(",\\s*");
+      var city    = parts[0].trim();
+      var country = parts.length > 1 ? parts[parts.length - 1].trim() : "";
+      return new String[]{ city, country };
+   }
+   
+   private static double parseBidAmount(String bid) {
+      if (bid == null || bid.isBlank() || bid.toLowerCase().contains("no")) return 0.0;
+      var cleaned = bid.replaceAll("[^0-9.]", "");
+      try {
+         return cleaned.isEmpty() ? 0.0 : Double.parseDouble(cleaned);
+      } catch (NumberFormatException e) {
+         return 0.0;
+      }
+   }
+   
+   private static String parseBidCurrency(String bid) {
+      if (bid == null) return "EUR";
+      return bid.contains("€") ? "EUR"
+                               : bid.contains("$") ? "USD"
+                                                   : bid.contains("£") ? "GBP"
+                                                                       : "EUR";
+   }
+   
+   private static LocalDateTime parseTimestamp(String ts) {
+      if (ts == null || ts.isBlank()) return null;
+
+      // Filter out known invalid values
+      String tsLower = ts.toLowerCase().trim();
+      if (tsLower.equals("gap") || tsLower.equals("null") || tsLower.equals("n/a") ||
+          tsLower.equals("unknown") || tsLower.equals("tbd") || tsLower.length() < 8) {
+         log.debug("Skipping invalid timestamp value: {}", ts);
+         return null;
+      }
+
+      for (var fmt : TIMESTAMP_FORMATS) {
+         try {
+            return LocalDateTime.parse(ts, fmt);
+         } catch (DateTimeParseException ignored) { }
+      }
+      log.debug("Unable to parse timestamp: {}", ts);
+      return null;
+   }
+   
+   private static String getStringOrNull(ResultSet rs, String col) throws SQLException {
+      return rs.getString(col);
+   }
+   
+   private static String getStringOrDefault(ResultSet rs, String col, String def) throws SQLException {
+      var v = rs.getString(col);
+      return v != null ? v : def;
+   }
+   
+   private static int getIntOrDefault(ResultSet rs, String col, int def) throws SQLException {
+      var v = rs.getInt(col);
+      return rs.wasNull() ? def : v;
+   }
+
+   private static boolean getBooleanOrDefault(ResultSet rs, String col, boolean def) throws SQLException {
+      var v = rs.getInt(col);
+      return rs.wasNull() ? def : v != 0;
+   }
+}

src/main/java/auctiora/StatusResource.java

@@ -0,0 +1,74 @@
+package auctiora;
+
+import jakarta.ws.rs.GET;
+import jakarta.ws.rs.Path;
+import jakarta.ws.rs.Produces;
+import jakarta.ws.rs.core.MediaType;
+import lombok.extern.slf4j.Slf4j;
+import nu.pattern.OpenCV;
+import org.eclipse.microprofile.config.inject.ConfigProperty;
+import org.opencv.core.Core;
+import java.time.Instant;
+import java.time.ZoneId;
+import java.time.format.DateTimeFormatter;
+import java.util.Map;
+
+@Slf4j
+@Path("/api")
+public class StatusResource {
+   
+   private static final DateTimeFormatter FORMATTER =
+           DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss z")
+                            .withZone(ZoneId.systemDefault());
+   
+   @ConfigProperty(name = "application.version", defaultValue = "1.0-SNAPSHOT") String appVersion;
+   @ConfigProperty(name = "application.groupId")                                String groupId;
+   @ConfigProperty(name = "application.artifactId")                             String artifactId;
+   @ConfigProperty(name = "application.version")                                String version;
+   
+   public record StatusResponse(
+           String groupId,
+           String artifactId,
+           String version,
+           String status,
+           String timestamp,
+           String mvnVersion,
+           String javaVersion,
+           String os,
+           String openCvVersion
+   ) { }
+   
+   @GET
+   @Path("/status")
+   @Produces(MediaType.APPLICATION_JSON)
+   public StatusResponse getStatus() {
+      return new StatusResponse(groupId, artifactId, version,
+                                "running",
+                                FORMATTER.format(Instant.now()),
+                                appVersion,
+                                System.getProperty("java.version"),
+                                System.getProperty("os.name") + " " + System.getProperty("os.arch"),
+                                getOpenCvVersion()
+      );
+   }
+   
+   @GET
+   @Path("/hello")
+   @Produces(MediaType.APPLICATION_JSON)
+   public Map<String, String> sayHello() {
+      return Map.of(
+              "message", "Hello from Scrape-UI!",
+              "timestamp", FORMATTER.format(Instant.now()),
+              "openCvVersion", getOpenCvVersion()
+                   );
+   }
+   
+   private String getOpenCvVersion() {
+      try {
+         // OpenCV is already loaded by AuctionMonitorProducer
+         return Core.VERSION;
+      } catch (Exception e) {
+         return "Not loaded";
+      }
+   }
+}

src/main/java/auctiora/TroostwijkGraphQLClient.java

@@ -0,0 +1,378 @@
+package auctiora;
+
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import jakarta.enterprise.context.ApplicationScoped;
+import jakarta.inject.Inject;
+import lombok.extern.slf4j.Slf4j;
+
+import java.net.URI;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * GraphQL client for fetching enriched lot data from Troostwijk API.
+ * Fetches intelligence fields: followers, estimates, bid velocity, condition, etc.
+ */
+@Slf4j
+@ApplicationScoped
+public class TroostwijkGraphQLClient {
+
+    private static final String GRAPHQL_ENDPOINT = "https://storefront.tbauctions.com/storefront/graphql";
+    private static final String LOCALE = "nl";
+    private static final String PLATFORM = "TWK";
+    private static final ObjectMapper objectMapper = new ObjectMapper();
+
+    @Inject
+    RateLimitedHttpClient rateLimitedClient;
+
+    /**
+     * Fetches enriched lot data from GraphQL API
+     * @param displayId The lot display ID (e.g., "A1-34732-49")
+     * @param lotId The numeric lot ID for mapping back to database
+     * @return LotIntelligence with enriched fields, or null if failed
+     */
+    public LotIntelligence fetchLotIntelligence(String displayId, long lotId) {
+        if (displayId == null || displayId.isBlank()) {
+            log.debug("Cannot fetch intelligence for null/blank displayId");
+            return null;
+        }
+
+        try {
+           var query     = buildLotQuery();
+           var variables = buildVariables(displayId);
+
+            // Proper GraphQL request format with query and variables
+           var requestBody = String.format(
+                "{\"query\":\"%s\",\"variables\":%s}",
+                escapeJson(query),
+                variables
+                                          );
+
+            var request = java.net.http.HttpRequest.newBuilder()
+                .uri(java.net.URI.create(GRAPHQL_ENDPOINT))
+                .header("Content-Type", "application/json")
+                .header("Accept", "application/json")
+                .POST(java.net.http.HttpRequest.BodyPublishers.ofString(requestBody))
+                .build();
+
+            var response = rateLimitedClient.send(
+                request,
+                java.net.http.HttpResponse.BodyHandlers.ofString()
+            );
+
+            if (response == null || response.body() == null) {
+                log.debug("No response from GraphQL for lot {}", displayId);
+                return null;
+            }
+
+            log.debug("GraphQL response for lot {}: {}", displayId, response.body().substring(0, Math.min(200, response.body().length())));
+            return parseLotIntelligence(response.body(), lotId);
+
+        } catch (Exception e) {
+            log.warn("Failed to fetch lot intelligence for {}: {}", lotId, e.getMessage());
+            return null;
+        }
+    }
+
+    /**
+     * Batch fetch multiple lots in a single query (more efficient)
+     */
+    public List<LotIntelligence> fetchBatchLotIntelligence(List<Long> lotIds) {
+        List<LotIntelligence> results = new ArrayList<>();
+
+        // Split into batches of 50 to avoid query size limits
+       var batchSize = 50;
+        for (var i = 0; i < lotIds.size(); i += batchSize) {
+           var end   = Math.min(i + batchSize, lotIds.size());
+           var batch = lotIds.subList(i, end);
+
+            try {
+               var query = buildBatchLotQuery(batch);
+               var requestBody = String.format("{\"query\":\"%s\"}",
+                                               escapeJson(query));
+
+                var request = java.net.http.HttpRequest.newBuilder()
+                    .uri(java.net.URI.create(GRAPHQL_ENDPOINT))
+                    .header("Content-Type", "application/json")
+                    .POST(java.net.http.HttpRequest.BodyPublishers.ofString(requestBody))
+                    .build();
+
+                var response = rateLimitedClient.send(
+                    request,
+                    java.net.http.HttpResponse.BodyHandlers.ofString()
+                );
+
+                if (response != null && response.body() != null) {
+                    results.addAll(parseBatchLotIntelligence(response.body(), batch));
+                }
+
+            } catch (Exception e) {
+                log.warn("Failed to fetch batch lot intelligence: {}", e.getMessage());
+            }
+        }
+
+        return results;
+    }
+
+    private String buildLotQuery() {
+        // Match Python scraper's LOT_BIDDING_QUERY structure
+        // Uses lotDetails(displayId:...) instead of lot(id:...)
+        return """
+            query LotBiddingData($lotDisplayId: String!, $locale: String!, $platform: Platform!) {
+              lotDetails(displayId: $lotDisplayId, locale: $locale, platform: $platform) {
+                id
+                displayId
+                followersCount
+                currentBidInCents
+                nextBidStepInCents
+                condition
+                description
+                biddingStatus
+                buyersPremium
+                viewCount
+                estimatedValueInCentsMin
+                estimatedValueInCentsMax
+                categoryPath
+                location {
+                  city
+                  country
+                }
+                biddingStatistics {
+                  numberOfBids
+                }
+              }
+            }
+            """.replaceAll("\\s+", " ");
+    }
+
+    private String buildVariables(String displayId) {
+        return String.format("""
+            {
+              "lotDisplayId": "%s",
+              "locale": "%s",
+              "platform": "%s"
+            }
+            """, displayId, LOCALE, PLATFORM).replaceAll("\\s+", " ");
+    }
+
+    private String buildBatchLotQuery(List<Long> lotIds) {
+       var query = new StringBuilder("query {");
+
+        for (var i = 0; i < lotIds.size(); i++) {
+            query.append(String.format("""
+                lot%d: lot(id: %d) {
+                  id
+                  followersCount
+                  estimatedMin
+                  estimatedMax
+                  nextBidStepInCents
+                  condition
+                  categoryPath
+                  city
+                  countryCode
+                  biddingStatus
+                  vat
+                  buyerPremiumPercentage
+                  viewCount
+                  bidsCount
+                }
+                """, i, lotIds.get(i)));
+        }
+
+        query.append("}");
+        return query.toString().replaceAll("\\s+", " ");
+    }
+
+    private LotIntelligence parseLotIntelligence(String json, long lotId) {
+        try {
+            // Check if response is HTML (error page) instead of JSON
+            if (json != null && json.trim().startsWith("<")) {
+                log.debug("GraphQL API returned HTML instead of JSON - likely auth required or wrong endpoint");
+                return null;
+            }
+           
+           var root    = objectMapper.readTree(json);
+           var lotNode = root.path("data").path("lotDetails");
+
+            if (lotNode.isMissingNode()) {
+                log.debug("No lotDetails in GraphQL response");
+                return null;
+            }
+
+            // Extract location from nested object
+           var locationNode = lotNode.path("location");
+           var city         = locationNode.isMissingNode() ? null : getStringOrNull(locationNode, "city");
+           var       countryCode  = locationNode.isMissingNode() ? null : getStringOrNull(locationNode, "country");
+
+            // Extract bids count from nested biddingStatistics
+           var statsNode = lotNode.path("biddingStatistics");
+           var bidsCount = statsNode.isMissingNode() ? null : getIntOrNull(statsNode, "numberOfBids");
+
+            // Convert cents to euros for estimates
+           var estimatedMinCents = getLongOrNull(lotNode, "estimatedValueInCentsMin");
+           var estimatedMaxCents = getLongOrNull(lotNode, "estimatedValueInCentsMax");
+           var   estimatedMin      = estimatedMinCents != null ? estimatedMinCents.doubleValue() : null;
+           var   estimatedMax      = estimatedMaxCents != null ? estimatedMaxCents.doubleValue() : null;
+
+            return new LotIntelligence(
+                lotId,
+                getIntOrNull(lotNode, "followersCount"),
+                estimatedMin,
+                estimatedMax,
+                getLongOrNull(lotNode, "nextBidStepInCents"),
+                getStringOrNull(lotNode, "condition"),
+                getStringOrNull(lotNode, "categoryPath"),
+                city,
+                countryCode,
+                getStringOrNull(lotNode, "biddingStatus"),
+                null, // appearance - not in API response
+                null, // packaging - not in API response
+                null, // quantity - not in API response
+                null, // vat - not in API response
+                null, // buyerPremiumPercentage - could extract from buyersPremium
+                null, // remarks - not in API response
+                null, // startingBid - not in API response
+                null, // reservePrice - not in API response
+                null, // reserveMet - not in API response
+                null, // bidIncrement - not in API response
+                getIntOrNull(lotNode, "viewCount"),
+                null, // firstBidTime - not in API response
+                null, // lastBidTime - not in API response
+                null  // bidVelocity - could calculate from bidsCount if we had timing data
+            );
+
+        } catch (Exception e) {
+            log.warn("Failed to parse lot intelligence: {}", e.getMessage());
+            return null;
+        }
+    }
+
+    private List<LotIntelligence> parseBatchLotIntelligence(String json, List<Long> lotIds) {
+        List<LotIntelligence> results = new ArrayList<>();
+
+        try {
+           var root = objectMapper.readTree(json);
+           var data = root.path("data");
+
+            for (var i = 0; i < lotIds.size(); i++) {
+               var lotNode = data.path("lot" + i);
+                if (!lotNode.isMissingNode()) {
+                    var intelligence = parseLotIntelligenceFromNode(lotNode, lotIds.get(i));
+                    if (intelligence != null) {
+                        results.add(intelligence);
+                    }
+                }
+            }
+
+        } catch (Exception e) {
+            log.warn("Failed to parse batch lot intelligence: {}", e.getMessage());
+        }
+
+        return results;
+    }
+
+    private LotIntelligence parseLotIntelligenceFromNode(JsonNode lotNode, long lotId) {
+        try {
+            return new LotIntelligence(
+                lotId,
+                getIntOrNull(lotNode, "followersCount"),
+                getDoubleOrNull(lotNode, "estimatedMin"),
+                getDoubleOrNull(lotNode, "estimatedMax"),
+                getLongOrNull(lotNode, "nextBidStepInCents"),
+                getStringOrNull(lotNode, "condition"),
+                getStringOrNull(lotNode, "categoryPath"),
+                getStringOrNull(lotNode, "city"),
+                getStringOrNull(lotNode, "countryCode"),
+                getStringOrNull(lotNode, "biddingStatus"),
+                null, // appearance not in batch query
+                null, // packaging not in batch query
+                null, // quantity not in batch query
+                getDoubleOrNull(lotNode, "vat"),
+                getDoubleOrNull(lotNode, "buyerPremiumPercentage"),
+                null, // remarks not in batch query
+                null, // startingBid not in batch query
+                null, // reservePrice not in batch query
+                null, // reserveMet not in batch query
+                null, // bidIncrement not in batch query
+                getIntOrNull(lotNode, "viewCount"),
+                null, // firstBidTime not in batch query
+                null, // lastBidTime not in batch query
+                calculateBidVelocity(lotNode)
+            );
+        } catch (Exception e) {
+            log.warn("Failed to parse lot node: {}", e.getMessage());
+            return null;
+        }
+    }
+
+    private Double calculateBidVelocity(JsonNode lotNode) {
+        try {
+           var bidsCount   = getIntOrNull(lotNode, "bidsCount");
+           var firstBidStr = getStringOrNull(lotNode, "firstBidTime");
+
+            if (bidsCount == null || firstBidStr == null || bidsCount == 0) {
+                return null;
+            }
+           
+           var firstBid = parseDateTime(firstBidStr);
+            if (firstBid == null) return null;
+           
+           var hoursElapsed = java.time.Duration.between(firstBid, LocalDateTime.now()).toHours();
+            if (hoursElapsed == 0) return (double) bidsCount;
+
+            return (double) bidsCount / hoursElapsed;
+
+        } catch (Exception e) {
+            return null;
+        }
+    }
+
+    private LocalDateTime parseDateTime(String dateStr) {
+        if (dateStr == null || dateStr.isBlank()) return null;
+
+        try {
+            return LocalDateTime.parse(dateStr, DateTimeFormatter.ISO_DATE_TIME);
+        } catch (Exception e) {
+            return null;
+        }
+    }
+
+    private String escapeJson(String str) {
+        return str.replace("\\", "\\\\")
+                  .replace("\"", "\\\"")
+                  .replace("\n", "\\n")
+                  .replace("\r", "\\r")
+                  .replace("\t", "\\t");
+    }
+
+    private Integer getIntOrNull(JsonNode node, String field) {
+       var fieldNode = node.path(field);
+        return fieldNode.isNumber() ? fieldNode.asInt() : null;
+    }
+
+    private Long getLongOrNull(JsonNode node, String field) {
+       var fieldNode = node.path(field);
+        return fieldNode.isNumber() ? fieldNode.asLong() : null;
+    }
+
+    private Double getDoubleOrNull(JsonNode node, String field) {
+       var fieldNode = node.path(field);
+        return fieldNode.isNumber() ? fieldNode.asDouble() : null;
+    }
+
+    private String getStringOrNull(JsonNode node, String field) {
+       var fieldNode = node.path(field);
+        return fieldNode.isTextual() ? fieldNode.asText() : null;
+    }
+
+    private Boolean getBooleanOrNull(JsonNode node, String field) {
+       var fieldNode = node.path(field);
+        return fieldNode.isBoolean() ? fieldNode.asBoolean() : null;
+    }
+}

src/main/java/auctiora/TroostwijkMonitor.java

@@ -0,0 +1,132 @@
+package auctiora;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+import lombok.AccessLevel;
+import lombok.Getter;
+import lombok.experimental.FieldDefaults;
+import lombok.extern.slf4j.Slf4j;
+
+import java.io.IOException;
+import java.sql.SQLException;
+import java.util.concurrent.Executors;
+import java.util.concurrent.ScheduledExecutorService;
+import java.util.concurrent.TimeUnit;
+
+@FieldDefaults(makeFinal = true, level = AccessLevel.PRIVATE)
+@Slf4j
+public class TroostwijkMonitor {
+   
+   private static final String LOT_API = "https://api.troostwijkauctions.com/lot/7/list";
+   
+   RateLimitedHttpClient httpClient;
+   ObjectMapper          objectMapper;
+   @Getter DatabaseService db;
+   NotificationService    notifier;
+   ObjectDetectionService detector;
+   ImageProcessingService imageProcessor;
+   
+   ScheduledExecutorService scheduler = Executors.newSingleThreadScheduledExecutor(r -> {
+      var t = new Thread(r, "troostwijk-monitor-thread");
+      t.setDaemon(true);
+      return t;
+   });
+   
+   public TroostwijkMonitor(String databasePath,
+                            String notificationConfig,
+                            String yoloCfgPath,
+                            String yoloWeightsPath,
+                            String classNamesPath)
+   throws SQLException, IOException {
+      
+      httpClient     = new RateLimitedHttpClient();
+      objectMapper   = new ObjectMapper();
+      db             = new DatabaseService(databasePath);
+      notifier       = new NotificationService(notificationConfig);
+      detector       = new ObjectDetectionService(yoloCfgPath, yoloWeightsPath, classNamesPath);
+      imageProcessor = new ImageProcessingService(db, detector);
+      
+      db.ensureSchema();
+   }
+   
+   public void scheduleMonitoring() {
+      scheduler.scheduleAtFixedRate(this::monitorAllLots, 0, 1, TimeUnit.HOURS);
+      log.info("✓ Monitoring service started");
+   }
+   
+   private void monitorAllLots() {
+      try {
+         var activeLots = db.getActiveLots();
+         log.info("Monitoring {} active lots …", activeLots.size());
+         for (var lot : activeLots) {
+            checkAndUpdateLot(lot);
+         }
+      } catch (Exception e) {
+         log.error("Error during scheduled monitoring", e);
+      }
+   }
+
+   private void checkAndUpdateLot(Lot lot) {
+      refreshLotBid(lot);
+
+      var minutesLeft = lot.minutesUntilClose();
+      if (minutesLeft < 30) {
+         if (minutesLeft <= 5 && !lot.closingNotified()) {
+            notifier.sendNotification(
+                    "Kavel " + lot.lotId() + " sluit binnen " + minutesLeft + " min.",
+                    "Lot nearing closure", 1);
+            db.updateLotNotificationFlags(lot.withClosingNotified(true));
+         }
+         scheduler.schedule(() -> refreshLotBid(lot), 5, TimeUnit.MINUTES);
+      }
+   }
+   
+   private void refreshLotBid(Lot lot) {
+      try {
+         var url = LOT_API +
+                   "?batchSize=1&listType=7&offset=0&sortOption=0" +
+                   "&saleID=" + lot.saleId() +
+                   "&parentID=0&relationID=0&buildversion=201807311" +
+                   "&lotID=" + lot.lotId();
+         
+         var resp = httpClient.sendGet(url);
+         if (resp.statusCode() != 200) return;
+         
+         var root    = objectMapper.readTree(resp.body());
+         var results = root.path("results");
+         if (results.isArray() && results.size() > 0) {
+            var newBid = results.get(0).path("cb").asDouble();
+            if (Double.compare(newBid, lot.currentBid()) > 0) {
+               var previous   = lot.currentBid();
+               var updatedLot = lot.withCurrentBid(newBid);
+               db.updateLotCurrentBid(updatedLot);
+               var msg = String.format(
+                       "Nieuw bod op kavel %d: €%.2f (was €%.2f)",
+                       lot.lotId(), newBid, previous);
+               notifier.sendNotification(msg, "Kavel bieding update", 0);
+            }
+         }
+      } catch (IOException | InterruptedException e) {
+         log.warn("Failed to refresh bid for lot {}", lot.lotId(), e);
+         if (e instanceof InterruptedException) Thread.currentThread().interrupt();
+      }
+   }
+
+   public void printDatabaseStats() {
+      try {
+         var allLots    = db.getAllLots();
+         var imageCount = db.getImageCount();
+         log.info("📊 Database Summary: total lots = {}, total images = {}",
+                  allLots.size(), imageCount);
+         if (!allLots.isEmpty()) {
+            var sum = allLots.stream().mapToDouble(Lot::currentBid).sum();
+            log.info("Total current bids: €{}", String.format("%.2f", sum));
+         }
+      } catch (Exception e) {
+         log.warn("Could not retrieve database stats", e);
+      }
+   }
+   
+   public void processPendingImages() {
+      imageProcessor.processPendingImages();
+   }
+}

src/main/java/auctiora/ValuationAnalyticsResource.java

@@ -0,0 +1,378 @@
+package auctiora;
+
+import jakarta.inject.Inject;
+import jakarta.ws.rs.*;
+import jakarta.ws.rs.core.MediaType;
+import jakarta.ws.rs.core.Response;
+import org.jboss.logging.Logger;
+
+import java.time.LocalDateTime;
+import java.time.temporal.ChronoUnit;
+import java.util.*;
+import java.util.stream.Collectors;
+
+/**
+ * REST API for Auction Valuation Analytics
+ * Implements the mathematical framework for fair market value calculation,
+ * undervaluation detection, and bidding strategy recommendations.
+ */
+@Path("/api/analytics")
+@Produces(MediaType.APPLICATION_JSON)
+@Consumes(MediaType.APPLICATION_JSON)
+public class ValuationAnalyticsResource {
+
+    private static final Logger LOG = Logger.getLogger(ValuationAnalyticsResource.class);
+
+    @Inject
+    DatabaseService db;
+
+    /**
+     * GET /api/analytics/valuation/health
+     * Health check endpoint to verify API availability
+     */
+    @GET
+    @Path("/valuation/health")
+    public Response healthCheck() {
+        return Response.ok(Map.of(
+            "status", "healthy",
+            "service", "valuation-analytics",
+            "timestamp", java.time.LocalDateTime.now().toString()
+        )).build();
+    }
+
+    /**
+     * POST /api/analytics/valuation
+     * Main valuation endpoint that calculates FMV, undervaluation score,
+     * predicted final price, and bidding strategy
+     */
+    @POST
+    @Path("/valuation")
+    public Response calculateValuation(ValuationRequest request) {
+        try {
+            LOG.infof("Valuation request for lot: %s", request.lotId);
+           var startTime = System.currentTimeMillis();
+
+            // Step 1: Fetch comparable sales from database
+           var comparables = fetchComparables(request);
+            
+            // Step 2: Calculate Fair Market Value (FMV)
+           var fmv = calculateFairMarketValue(request, comparables);
+            
+            // Step 3: Calculate undervaluation score
+           var undervaluationScore = calculateUndervaluationScore(request, fmv.value);
+            
+            // Step 4: Predict final price
+           var prediction = calculateFinalPrice(request, fmv.value);
+            
+            // Step 5: Generate bidding strategy
+           var strategy = generateBiddingStrategy(request, fmv, prediction);
+            
+            // Step 6: Compile response
+           var response = new ValuationResponse();
+            response.lotId = request.lotId;
+            response.timestamp = LocalDateTime.now().toString();
+            response.fairMarketValue = fmv;
+            response.undervaluationScore = undervaluationScore;
+            response.pricePrediction = prediction;
+            response.biddingStrategy = strategy;
+            response.parameters = request;
+           
+           var duration = System.currentTimeMillis() - startTime;
+            LOG.infof("Valuation completed in %d ms", duration);
+            
+            return Response.ok(response).build();
+
+        } catch (Exception e) {
+            LOG.error("Valuation calculation failed", e);
+            return Response.status(Response.Status.INTERNAL_SERVER_ERROR)
+                         .entity(Map.of("error", e.getMessage()))
+                         .build();
+        }
+    }
+
+    /**
+     * Fetches comparable lots from database based on category, manufacturer,
+     * year, and condition similarity
+     */
+    private List<ComparableLot> fetchComparables(ValuationRequest req) {
+        // TODO: Replace with actual database query
+        // For now, return mock data simulating real comparables
+        
+        return List.of(
+            new ComparableLot("NL-2023-4451", 8200.0, 8.0, 2016, 1, 30),
+            new ComparableLot("BE-2023-9823", 7800.0, 7.0, 2014, 0, 45),
+            new ComparableLot("DE-2024-1234", 8500.0, 9.0, 2017, 1, 60),
+            new ComparableLot("NL-2023-5678", 7500.0, 6.0, 2013, 0, 25),
+            new ComparableLot("BE-2024-7890", 7900.0, 7.5, 2015, 1, 15),
+            new ComparableLot("NL-2023-2345", 8100.0, 8.5, 2016, 0, 40),
+            new ComparableLot("DE-2024-4567", 8300.0, 7.0, 2015, 1, 55),
+            new ComparableLot("BE-2023-3456", 7700.0, 6.5, 2014, 0, 35)
+        );
+    }
+
+    /**
+     * Formula: FMV = Σ(P_i · ω_c · ω_t · ω_p · ω_h) / Σ(ω_c · ω_t · ω_p · ω_h)
+     * Where weights are exponential/logistic functions of similarity
+     */
+    private FairMarketValue calculateFairMarketValue(ValuationRequest req, List<ComparableLot> comparables) {
+       var weightedSum = 0.0;
+       var weightSum   = 0.0;
+        List<WeightedComparable> weightedComps = new ArrayList<>();
+
+        for (var comp : comparables) {
+            // Condition weight: ω_c = exp(-λ_c · |C_target - C_i|)
+           var omegaC = Math.exp(-0.693 * Math.abs(req.conditionScore - comp.conditionScore));
+            
+            // Time weight: ω_t = exp(-λ_t · |T_target - T_i|)
+           var omegaT = Math.exp(-0.048 * Math.abs(req.manufacturingYear - comp.manufacturingYear));
+            
+            // Provenance weight: ω_p = 1 + δ_p · (P_target - P_i)
+           var omegaP = 1 + 0.15 * ((req.provenanceDocs > 0 ? 1 : 0) - comp.hasProvenance);
+            
+            // Historical weight: ω_h = 1 / (1 + e^(-kh · (D_i - D_median)))
+           var omegaH = 1.0 / (1 + Math.exp(-0.01 * (comp.daysAgo - 40)));
+           
+           var totalWeight = omegaC * omegaT * omegaP * omegaH;
+            
+            weightedSum += comp.finalPrice * totalWeight;
+            weightSum += totalWeight;
+
+            // Store for transparency
+            weightedComps.add(new WeightedComparable(comp, totalWeight, omegaC, omegaT, omegaP, omegaH));
+        }
+       
+       var baseFMV = weightSum > 0 ? weightedSum / weightSum : (req.estimatedMin + req.estimatedMax) / 2;
+        
+        // Apply condition multiplier: M_cond = exp(α_c · √C_target - β_c)
+       var conditionMultiplier = Math.exp(0.15 * Math.sqrt(req.conditionScore) - 0.40);
+        baseFMV *= conditionMultiplier;
+        
+        // Apply provenance premium: Δ_prov = V_base · (η_0 + η_1 · ln(1 + N_docs))
+        if (req.provenanceDocs > 0) {
+           var provenancePremium = 0.08 + 0.035 * Math.log(1 + req.provenanceDocs);
+            baseFMV *= (1 + provenancePremium);
+        }
+       
+       var fmv = new FairMarketValue();
+        fmv.value = Math.round(baseFMV * 100.0) / 100.0;
+        fmv.conditionMultiplier = Math.round(conditionMultiplier * 1000.0) / 1000.0;
+        fmv.provenancePremium = req.provenanceDocs > 0 ? 0.08 + 0.035 * Math.log(1 + req.provenanceDocs) : 0.0;
+        fmv.comparablesUsed = comparables.size();
+        fmv.confidence = calculateFMVConfidence(comparables.size(), weightSum);
+        fmv.weightedComparables = weightedComps;
+
+        return fmv;
+    }
+
+    /**
+     * Calculates undervaluation score:
+     * U_score = (FMV - P_current)/FMV · σ_market · (1 + B_velocity/10) · ln(1 + W_watch/W_bid)
+     */
+    private double calculateUndervaluationScore(ValuationRequest req, double fmv) {
+        if (fmv <= 0) return 0.0;
+       
+       var priceGap       = (fmv - req.currentBid) / fmv;
+       var velocityFactor = 1 + req.bidVelocity / 10.0;
+       var     watchRatio     = Math.log(1 + req.watchCount / Math.max(req.bidCount, 1));
+       
+       var uScore = priceGap * req.marketVolatility * velocityFactor * watchRatio;
+        
+        return Math.max(0.0, Math.round(uScore * 1000.0) / 1000.0);
+    }
+
+    /**
+     * Predicts final price: P̂_final = FMV · (1 + ε_bid + ε_time + ε_comp)
+     * Where each epsilon represents auction dynamics
+     */
+    private PricePrediction calculateFinalPrice(ValuationRequest req, double fmv) {
+        // Bid momentum error: ε_bid = tanh(φ_1 · Λ_b - φ_2 · P_current/FMV)
+       var epsilonBid = Math.tanh(0.15 * req.bidVelocity - 0.10 * (req.currentBid / fmv));
+        
+        // Time pressure error: ε_time = ψ · exp(-t_close/30)
+       var epsilonTime = 0.20 * Math.exp(-req.minutesUntilClose / 30.0);
+        
+        // Competition error: ε_comp = ρ · ln(1 + W_watch/50)
+       var epsilonComp = 0.08 * Math.log(1 + req.watchCount / 50.0);
+       
+       var predictedPrice = fmv * (1 + epsilonBid + epsilonTime + epsilonComp);
+        
+        // 95% confidence interval: ± 1.96 · σ_residual
+       var residualStdDev = fmv * 0.08; // Mock residual standard deviation
+       var ciLower        = predictedPrice - 1.96 * residualStdDev;
+       var     ciUpper        = predictedPrice + 1.96 * residualStdDev;
+       
+       var pred = new PricePrediction();
+        pred.predictedPrice = Math.round(predictedPrice * 100.0) / 100.0;
+        pred.confidenceIntervalLower = Math.round(ciLower * 100.0) / 100.0;
+        pred.confidenceIntervalUpper = Math.round(ciUpper * 100.0) / 100.0;
+        pred.components = Map.of(
+            "bidMomentum", Math.round(epsilonBid * 1000.0) / 1000.0,
+            "timePressure", Math.round(epsilonTime * 1000.0) / 1000.0,
+            "competition", Math.round(epsilonComp * 1000.0) / 1000.0
+        );
+        
+        return pred;
+    }
+
+    /**
+     * Generates optimal bidding strategy based on market conditions
+     */
+    private BiddingStrategy generateBiddingStrategy(ValuationRequest req, FairMarketValue fmv, PricePrediction pred) {
+       var strategy = new BiddingStrategy();
+        
+        // Determine competition level
+        if (req.bidVelocity > 5.0) {
+            strategy.competitionLevel = "HIGH";
+            strategy.recommendedTiming = "FINAL_30_SECONDS";
+            strategy.maxBid = pred.predictedPrice + 50; // Slight overbid for hot lots
+            strategy.riskFactors = List.of("Bidding war likely", "Sniping detected");
+        } else if (req.minutesUntilClose < 10) {
+            strategy.competitionLevel = "EXTREME";
+            strategy.recommendedTiming = "FINAL_10_SECONDS";
+            strategy.maxBid = pred.predictedPrice * 1.02;
+            strategy.riskFactors = List.of("Last-minute sniping", "Price volatility");
+        } else {
+            strategy.competitionLevel = "MEDIUM";
+            strategy.recommendedTiming = "FINAL_10_MINUTES";
+            
+            // Adjust max bid based on undervaluation
+           var undervaluationScore = calculateUndervaluationScore(req, fmv.value);
+            if (undervaluationScore > 0.25) {
+                // Aggressive strategy for undervalued lots
+                strategy.maxBid = fmv.value * (1 + 0.05); // Conservative overbid
+                strategy.analysis = "Significant undervaluation detected. Consider aggressive bidding.";
+            } else {
+                // Standard strategy
+                strategy.maxBid = fmv.value * (1 + 0.03);
+            }
+            strategy.riskFactors = List.of("Standard competition level");
+        }
+        
+        // Generate detailed analysis
+        strategy.analysis = String.format(
+            "Bid velocity is %.1f bids/min with %d watchers. %s competition detected. " +
+            "Predicted final: €%.2f (%.0f%% confidence).",
+            req.bidVelocity,
+            req.watchCount,
+            strategy.competitionLevel,
+            pred.predictedPrice,
+            fmv.confidence * 100
+        );
+        
+        // Round the max bid
+        strategy.maxBid = Math.round(strategy.maxBid * 100.0) / 100.0;
+        strategy.recommendedTimingText = strategy.recommendedTiming.replace("_", " ");
+        
+        return strategy;
+    }
+
+    /**
+     * Calculates confidence score based on number and quality of comparables
+     */
+    private double calculateFMVConfidence(int comparableCount, double totalWeight) {
+       var confidence = 0.5; // Base confidence
+        
+        // Boost for more comparables
+        confidence += Math.min(comparableCount * 0.05, 0.3);
+        
+        // Boost for high total weight (good matches)
+        confidence += Math.min(totalWeight / comparableCount * 0.1, 0.2);
+        
+        // Cap at 0.95
+        return Math.min(confidence, 0.95);
+    }
+
+    // ================== DTO Classes ==================
+
+    public static class ValuationRequest {
+        public String lotId;
+        public double currentBid;
+        public double conditionScore; // C_target ∈ [0,10]
+        public int manufacturingYear; // T_target
+        public int watchCount; // W_watch
+        public int bidCount = 1; // W_bid (default 1 to avoid division by zero)
+        public double marketVolatility = 0.15; // σ_market ∈ [0,1]
+        public double bidVelocity; // Λ_b (bids/min)
+        public int minutesUntilClose; // t_close
+        public int provenanceDocs = 0; // N_docs
+        public double estimatedMin;
+        public double estimatedMax;
+
+        // Optional: override parameters for sensitivity analysis
+        public Map<String, Double> sensitivityParams;
+    }
+
+    public static class ValuationResponse {
+        public String lotId;
+        public String timestamp;
+        public FairMarketValue fairMarketValue;
+        public double undervaluationScore;
+        public PricePrediction pricePrediction;
+        public BiddingStrategy biddingStrategy;
+        public ValuationRequest parameters;
+        public long calculationTimeMs;
+    }
+
+    public static class FairMarketValue {
+        public double value;
+        public double conditionMultiplier;
+        public double provenancePremium;
+        public int comparablesUsed;
+        public double confidence; // [0,1]
+        public List<WeightedComparable> weightedComparables;
+    }
+
+    public static class WeightedComparable {
+        public String comparableLotId;
+        public double finalPrice;
+        public double totalWeight;
+        public Map<String, Double> components;
+
+        public WeightedComparable(ComparableLot comp, double totalWeight, double omegaC, double omegaT, double omegaP, double omegaH) {
+            this.comparableLotId = comp.lotId;
+            this.finalPrice = comp.finalPrice;
+            this.totalWeight = Math.round(totalWeight * 1000.0) / 1000.0;
+            this.components = Map.of(
+                "conditionWeight", Math.round(omegaC * 1000.0) / 1000.0,
+                "timeWeight", Math.round(omegaT * 1000.0) / 1000.0,
+                "provenanceWeight", Math.round(omegaP * 1000.0) / 1000.0,
+                "historicalWeight", Math.round(omegaH * 1000.0) / 1000.0
+            );
+        }
+    }
+
+    public static class PricePrediction {
+        public double predictedPrice;
+        public double confidenceIntervalLower;
+        public double confidenceIntervalUpper;
+        public Map<String, Double> components; // ε_bid, ε_time, ε_comp
+    }
+
+    public static class BiddingStrategy {
+        public String competitionLevel; // LOW, MEDIUM, HIGH, EXTREME
+        public double maxBid;
+        public String recommendedTiming; // FINAL_10_MINUTES, FINAL_30_SECONDS, etc.
+        public String recommendedTimingText;
+        public String analysis;
+        public List<String> riskFactors;
+    }
+
+    // Helper class for internal comparable representation
+    private static class ComparableLot {
+        String lotId;
+        double finalPrice;
+        double conditionScore;
+        int manufacturingYear;
+        int hasProvenance;
+        int daysAgo;
+
+        public ComparableLot(String lotId, double finalPrice, double conditionScore, int manufacturingYear, int hasProvenance, int daysAgo) {
+            this.lotId = lotId;
+            this.finalPrice = finalPrice;
+            this.conditionScore = conditionScore;
+            this.manufacturingYear = manufacturingYear;
+            this.hasProvenance = hasProvenance;
+            this.daysAgo = daysAgo;
+        }
+    }
+}

src/main/java/auctiora/WorkflowOrchestrator.java

@@ -0,0 +1,433 @@
+package auctiora;
+
+import lombok.extern.slf4j.Slf4j;
+import java.io.IOException;
+import java.sql.SQLException;
+import java.util.List;
+import java.util.concurrent.Executors;
+import java.util.concurrent.ScheduledExecutorService;
+import java.util.concurrent.TimeUnit;
+
+/**
+ * Orchestrates the complete workflow of auction monitoring, image processing,
+ * object detection, and notifications.
+ *
+ * This class coordinates all services and provides scheduled execution,
+ * event-driven triggers, and manual workflow execution.
+ */
+@Slf4j
+public class WorkflowOrchestrator {
+   
+   private final TroostwijkMonitor      monitor;
+   private final DatabaseService        db;
+   private final ImageProcessingService imageProcessor;
+   private final NotificationService    notifier;
+   private final ObjectDetectionService detector;
+   
+   private final ScheduledExecutorService scheduler;
+   private       boolean                  isRunning = false;
+   
+   /**
+    * Creates a workflow orchestrator with all necessary services.
+    */
+   public WorkflowOrchestrator(String databasePath, String notificationConfig,
+                               String yoloCfg, String yoloWeights, String yoloClasses)
+   throws SQLException, IOException {
+      
+      log.info("🔧 Initializing Workflow Orchestrator...");
+      
+      // Initialize core services
+      this.db = new DatabaseService(databasePath);
+      this.db.ensureSchema();
+      
+      this.notifier = new NotificationService(notificationConfig);
+      this.detector = new ObjectDetectionService(yoloCfg, yoloWeights, yoloClasses);
+      this.imageProcessor = new ImageProcessingService(db, detector);
+      
+      this.monitor = new TroostwijkMonitor(databasePath, notificationConfig,
+                                           yoloCfg, yoloWeights, yoloClasses);
+      
+      this.scheduler = Executors.newScheduledThreadPool(3);
+      
+      log.info("✓ Workflow Orchestrator initialized");
+   }
+   
+   /**
+    * Starts all scheduled workflows.
+    * This is the main entry point for automated operation.
+    */
+   public void startScheduledWorkflows() {
+      if (isRunning) {
+         log.info("⚠️  Workflows already running");
+         return;
+      }
+      
+      log.info("\n🚀 Starting Scheduled Workflows...\n");
+      
+      // Workflow 1: Import scraper data (every 30 minutes)
+      scheduleScraperDataImport();
+      
+      // Workflow 2: Process pending images (every 1 hour)
+      scheduleImageProcessing();
+      
+      // Workflow 3: Monitor bids (every 15 minutes)
+      scheduleBidMonitoring();
+      
+      // Workflow 4: Check closing times (every 5 minutes)
+      scheduleClosingAlerts();
+      
+      isRunning = true;
+      log.info("✓ All scheduled workflows started\n");
+   }
+   
+   /**
+    * Workflow 1: Import Scraper Data
+    * Frequency: Every 30 minutes
+    * Purpose: Import new auctions and lots from external scraper
+    */
+   private void scheduleScraperDataImport() {
+      scheduler.scheduleAtFixedRate(() -> {
+         try {
+            log.info("📥 [WORKFLOW 1] Importing scraper data...");
+            var start = System.currentTimeMillis();
+            
+            // Import auctions
+            var auctions = db.importAuctionsFromScraper();
+            log.info("  → Imported {} auctions", auctions.size());
+            
+            // Import lots
+            var lots = db.importLotsFromScraper();
+            log.info("  → Imported {} lots", lots.size());
+            
+            // Check for images needing detection
+            var images = db.getImagesNeedingDetection();
+            log.info("  → Found {} images needing detection", images.size());
+            
+            var duration = System.currentTimeMillis() - start;
+            log.info("  ✓ Scraper import completed in {}ms\n", duration);
+            
+            // Trigger notification if significant data imported
+            if (auctions.size() > 0 || lots.size() > 10) {
+               notifier.sendNotification(
+                       String.format("Imported %d auctions, %d lots", auctions.size(), lots.size()),
+                       "Data Import Complete",
+                       0
+                                        );
+            }
+            
+         } catch (Exception e) {
+            log.info("  ❌ Scraper import failed: {}", e.getMessage());
+         }
+      }, 0, 30, TimeUnit.MINUTES);
+      
+      log.info("  ✓ Scheduled: Scraper Data Import (every 30 min)");
+   }
+   
+   /**
+    * Workflow 2: Process Pending Images
+    * Frequency: Every 1 hour
+    * Purpose: Run object detection on images already downloaded by scraper
+    */
+   private void scheduleImageProcessing() {
+      scheduler.scheduleAtFixedRate(() -> {
+         try {
+            log.info("🖼️  [WORKFLOW 2] Processing pending images...");
+            var start = System.currentTimeMillis();
+            
+            // Get images that have been downloaded but need object detection
+            var pendingImages = db.getImagesNeedingDetection();
+
+            if (pendingImages.isEmpty()) {
+               log.info("  → No pending images to process\n");
+               return;
+            }
+
+            log.info("  → Processing {} images", pendingImages.size());
+
+            var processed = 0;
+            var detected  = 0;
+
+            for (var image : pendingImages) {
+               try {
+                  // Run object detection on already-downloaded image
+                  if (imageProcessor.processImage(image.id(), image.filePath(), image.lotId())) {
+                     processed++;
+
+                     // Check if objects were detected
+                     var labels = db.getImageLabels(image.id());
+                     if (labels != null && !labels.isEmpty()) {
+                        detected++;
+
+                        // Send notification for interesting detections
+                        if (labels.size() >= 3) {
+                           notifier.sendNotification(
+                                   String.format("Lot %d: Detected %s",
+                                                 image.lotId(),
+                                                 String.join(", ", labels)),
+                                   "Objects Detected",
+                                   0
+                           );
+                        }
+                     }
+                  }
+
+                  // Rate limiting (lighter since no network I/O)
+                  Thread.sleep(100);
+                  
+               } catch (Exception e) {
+                  log.info("    ⚠\uFE0F  Failed to process image: {}", e.getMessage());
+               }
+            }
+            
+            var duration = System.currentTimeMillis() - start;
+            log.info(String.format("  ✓ Processed %d images, detected objects in %d (%.1fs)\n",
+                                   processed, detected, duration / 1000.0));
+            
+         } catch (Exception e) {
+            log.info("  ❌ Image processing failed: {}", e.getMessage());
+         }
+      }, 5, 60, TimeUnit.MINUTES);
+      
+      log.info("  ✓ Scheduled: Image Processing (every 1 hour)");
+   }
+   
+   /**
+    * Workflow 3: Monitor Bids
+    * Frequency: Every 15 minutes
+    * Purpose: Check for bid changes and send notifications
+    */
+   private void scheduleBidMonitoring() {
+      scheduler.scheduleAtFixedRate(() -> {
+         try {
+            log.info("💰 [WORKFLOW 3] Monitoring bids...");
+            var start = System.currentTimeMillis();
+            
+            var activeLots = db.getActiveLots();
+            log.info("  → Checking {} active lots", activeLots.size());
+            
+            var bidChanges = 0;
+            
+            for (var lot : activeLots) {
+               // Note: In production, this would call Troostwijk API
+               // For now, we just track what's in the database
+               // The external scraper updates bids, we just notify
+            }
+            
+            var duration = System.currentTimeMillis() - start;
+            log.info(String.format("  ✓ Bid monitoring completed in %dms\n", duration));
+            
+         } catch (Exception e) {
+            log.info("  ❌ Bid monitoring failed: {}", e.getMessage());
+         }
+      }, 2, 15, TimeUnit.MINUTES);
+      
+      log.info("  ✓ Scheduled: Bid Monitoring (every 15 min)");
+   }
+   
+   /**
+    * Workflow 4: Check Closing Times
+    * Frequency: Every 5 minutes
+    * Purpose: Send alerts for lots closing soon
+    */
+   private void scheduleClosingAlerts() {
+      scheduler.scheduleAtFixedRate(() -> {
+         try {
+            log.info("⏰ [WORKFLOW 4] Checking closing times...");
+            var start = System.currentTimeMillis();
+            
+            var activeLots = db.getActiveLots();
+            var alertsSent = 0;
+            
+            for (var lot : activeLots) {
+               if (lot.closingTime() == null) continue;
+               
+               var minutesLeft = lot.minutesUntilClose();
+               
+               // Alert for lots closing in 5 minutes
+               if (minutesLeft <= 5 && minutesLeft > 0 && !lot.closingNotified()) {
+                  var message = String.format("Kavel %d sluit binnen %d min.",
+                                              lot.lotId(), minutesLeft);
+                  
+                  notifier.sendNotification(message, "Lot Closing Soon", 1);
+                  
+                  // Mark as notified
+                  var updated = Lot.basic(
+                          lot.saleId(), lot.lotId(), lot.title(), lot.description(),
+                          lot.manufacturer(), lot.type(), lot.year(), lot.category(),
+                          lot.currentBid(), lot.currency(), lot.url(),
+                          lot.closingTime(), true
+                  );
+                  db.updateLotNotificationFlags(updated);
+                  
+                  alertsSent++;
+               }
+            }
+            
+            var duration = System.currentTimeMillis() - start;
+            log.info(String.format("  → Sent %d closing alerts in %dms\n",
+                                   alertsSent, duration));
+            
+         } catch (Exception e) {
+            log.info("  ❌ Closing alerts failed: {}", e.getMessage());
+         }
+      }, 1, 5, TimeUnit.MINUTES);
+      
+      log.info("  ✓ Scheduled: Closing Alerts (every 5 min)");
+   }
+   
+   /**
+    * Manual trigger: Run complete workflow once
+    * Useful for testing or on-demand execution
+    */
+   public void runCompleteWorkflowOnce() {
+      log.info("\n🔄 Running Complete Workflow (Manual Trigger)...\n");
+      
+      try {
+         // Step 1: Import data
+         log.info("[1/4] Importing scraper data...");
+         var auctions = db.importAuctionsFromScraper();
+         var lots     = db.importLotsFromScraper();
+         log.info("  ✓ Imported {} auctions, {} lots", auctions.size(), lots.size());
+         
+         // Step 2: Process images
+         log.info("[2/4] Processing pending images...");
+         monitor.processPendingImages();
+         log.info("  ✓ Image processing completed");
+         
+         // Step 3: Check bids
+         log.info("[3/4] Monitoring bids...");
+         var activeLots = db.getActiveLots();
+         log.info("  ✓ Monitored {} lots", activeLots.size());
+         
+         // Step 4: Check closing times
+         log.info("[4/4] Checking closing times...");
+         var closingSoon = 0;
+         for (var lot : activeLots) {
+            if (lot.closingTime() != null && lot.minutesUntilClose() < 30) {
+               closingSoon++;
+            }
+         }
+         log.info("  ✓ Found {} lots closing soon", closingSoon);
+         
+         log.info("\n✓ Complete workflow finished successfully\n");
+         
+      } catch (Exception e) {
+         log.info("\n❌ Workflow failed: {}\n", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: New auction discovered
+    */
+   public void onNewAuctionDiscovered(AuctionInfo auction) {
+      log.info("\uD83D\uDCE3 EVENT: New auction discovered - {}", auction.title());
+      
+      try {
+         db.upsertAuction(auction);
+         
+         notifier.sendNotification(
+                 String.format("New auction: %s\nLocation: %s\nLots: %d",
+                               auction.title(), auction.location(), auction.lotCount()),
+                 "New Auction Discovered",
+                 0
+                                  );
+         
+      } catch (Exception e) {
+         log.info("  ❌ Failed to handle new auction: {}", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: Bid change detected
+    */
+   public void onBidChange(Lot lot, double previousBid, double newBid) {
+      log.info(String.format("📣 EVENT: Bid change on lot %d (€%.2f → €%.2f)",
+                             lot.lotId(), previousBid, newBid));
+      
+      try {
+         db.updateLotCurrentBid(lot);
+         
+         notifier.sendNotification(
+                 String.format("Nieuw bod op kavel %d: €%.2f (was €%.2f)",
+                               lot.lotId(), newBid, previousBid),
+                 "Kavel Bieding Update",
+                 0
+                                  );
+         
+      } catch (Exception e) {
+         log.info("  ❌ Failed to handle bid change: {}", e.getMessage());
+      }
+   }
+   
+   /**
+    * Event-driven trigger: Objects detected in image
+    */
+   public void onObjectsDetected(int lotId, List<String> labels) {
+      log.info(String.format("📣 EVENT: Objects detected in lot %d - %s",
+                             lotId, String.join(", ", labels)));
+      
+      try {
+         if (labels.size() >= 2) {
+            notifier.sendNotification(
+                    String.format("Lot %d contains: %s", lotId, String.join(", ", labels)),
+                    "Objects Detected",
+                    0
+                                     );
+         }
+      } catch (Exception e) {
+         log.info("  ❌ Failed to send detection notification: {}", e.getMessage());
+      }
+   }
+   
+   /**
+    * Prints current workflow status
+    */
+   public void printStatus() {
+      log.info("\n📊 Workflow Status:");
+      log.info("  Running: {}", isRunning ? "Yes" : "No");
+      
+      try {
+         var auctions = db.getAllAuctions();
+         var lots   = db.getAllLots();
+         var images = db.getImageCount();
+         
+         log.info("  Auctions: {}", auctions.size());
+         log.info("  Lots: {}", lots.size());
+         log.info("  Images: {}", images);
+         
+         // Count closing soon
+         var closingSoon = 0;
+         for (var lot : lots) {
+            if (lot.closingTime() != null && lot.minutesUntilClose() < 30) {
+               closingSoon++;
+            }
+         }
+         log.info("  Closing soon (< 30 min): {}", closingSoon);
+         
+      } catch (Exception e) {
+         log.info("  ⚠\uFE0F  Could not retrieve status: {}", e.getMessage());
+      }
+      
+      IO.println();
+   }
+   
+   /**
+    * Gracefully shuts down all workflows
+    */
+   public void shutdown() {
+      log.info("\n🛑 Shutting down workflows...");
+      
+      isRunning = false;
+      scheduler.shutdown();
+      
+      try {
+         if (!scheduler.awaitTermination(10, TimeUnit.SECONDS)) {
+            scheduler.shutdownNow();
+         }
+         log.info("✓ Workflows shut down successfully\n");
+      } catch (InterruptedException e) {
+         scheduler.shutdownNow();
+         Thread.currentThread().interrupt();
+      }
+   }
+}

src/main/java/auctiora/db/AuctionRepository.java

@@ -0,0 +1,164 @@
+package auctiora.db;
+
+import auctiora.AuctionInfo;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.jdbi.v3.core.Jdbi;
+
+import java.time.LocalDateTime;
+import java.util.List;
+
+/**
+ * Repository for auction-related database operations using JDBI3.
+ * Handles CRUD operations and queries for auctions.
+ */
+@Slf4j
+@RequiredArgsConstructor
+public class AuctionRepository {
+   
+   private final Jdbi jdbi;
+   
+   /**
+    * Inserts or updates an auction record.
+    * Handles both auction_id conflicts and url uniqueness constraints.
+    */
+   public void upsert(AuctionInfo auction) {
+      jdbi.useTransaction(handle -> {
+         try {
+            // Try INSERT with ON CONFLICT on auction_id
+            handle.createUpdate("""
+                                        INSERT INTO auctions (
+                                            auction_id, title, location, city, country, url, type, lot_count, closing_time, discovered_at
+                                        ) VALUES (
+                                            :auctionId, :title, :location, :city, :country, :url, :type, :lotCount, :closingTime, :discoveredAt
+                                        )
+                                        ON CONFLICT(auction_id) DO UPDATE SET
+                                            title = excluded.title,
+                                            location = excluded.location,
+                                            city = excluded.city,
+                                            country = excluded.country,
+                                            url = excluded.url,
+                                            type = excluded.type,
+                                            lot_count = excluded.lot_count,
+                                            closing_time = excluded.closing_time
+                                        """)
+                  .bind("auctionId", auction.auctionId())
+                  .bind("title", auction.title())
+                  .bind("location", auction.location())
+                  .bind("city", auction.city())
+                  .bind("country", auction.country())
+                  .bind("url", auction.url())
+                  .bind("type", auction.typePrefix())
+                  .bind("lotCount", auction.lotCount())
+                  .bind("closingTime", auction.firstLotClosingTime() != null ? auction.firstLotClosingTime().toString() : null)
+                  .bind("discoveredAt", java.time.Instant.now().getEpochSecond())
+                  .execute();
+            
+         } catch (Exception e) {
+            // If UNIQUE constraint on url fails, try updating by url
+            String errMsg = e.getMessage();
+            if (errMsg != null && (errMsg.contains("UNIQUE constraint failed") ||
+                                   errMsg.contains("PRIMARY KEY constraint failed"))) {
+               log.debug("Auction conflict detected, attempting update by URL: {}", auction.url());
+               
+               int updated = handle.createUpdate("""
+                                                         UPDATE auctions SET
+                                                             auction_id = :auctionId,
+                                                             title = :title,
+                                                             location = :location,
+                                                             city = :city,
+                                                             country = :country,
+                                                             type = :type,
+                                                             lot_count = :lotCount,
+                                                             closing_time = :closingTime
+                                                         WHERE url = :url
+                                                         """)
+                                   .bind("auctionId", auction.auctionId())
+                                   .bind("title", auction.title())
+                                   .bind("location", auction.location())
+                                   .bind("city", auction.city())
+                                   .bind("country", auction.country())
+                                   .bind("type", auction.typePrefix())
+                                   .bind("lotCount", auction.lotCount())
+                                   .bind("closingTime", auction.firstLotClosingTime() != null ? auction.firstLotClosingTime().toString() : null)
+                                   .bind("url", auction.url())
+                                   .execute();
+               
+               if (updated == 0) {
+                  log.warn("Failed to update auction by URL: {}", auction.url());
+               }
+            } else {
+               log.error("Unexpected error upserting auction: {}", e.getMessage(), e);
+               throw e;
+            }
+         }
+      });
+   }
+   
+   /**
+    * Retrieves all auctions from the database.
+    */
+   public List<AuctionInfo> getAll() {
+      return jdbi.withHandle(handle ->
+                                     handle.createQuery("SELECT * FROM auctions")
+                                           .map((rs, ctx) -> {
+                                              String        closingStr  = rs.getString("closing_time");
+                                              LocalDateTime closingTime = null;
+                                              if (closingStr != null && !closingStr.isBlank()) {
+                                                 try {
+                                                    closingTime = LocalDateTime.parse(closingStr);
+                                                 } catch (Exception e) {
+                                                    log.warn("Invalid closing_time format: {}", closingStr);
+                                                 }
+                                              }
+                                              
+                                              return new AuctionInfo(
+                                                      rs.getLong("auction_id"),
+                                                      rs.getString("title"),
+                                                      rs.getString("location"),
+                                                      rs.getString("city"),
+                                                      rs.getString("country"),
+                                                      rs.getString("url"),
+                                                      rs.getString("type"),
+                                                      rs.getInt("lot_count"),
+                                                      closingTime
+                                              );
+                                           })
+                                           .list()
+                            );
+   }
+   
+   /**
+    * Retrieves auctions filtered by country code.
+    */
+   public List<AuctionInfo> getByCountry(String countryCode) {
+      return jdbi.withHandle(handle ->
+                                     handle.createQuery("SELECT * FROM auctions WHERE country = :country")
+                                           .bind("country", countryCode)
+                                           .map((rs, ctx) -> {
+                                              String        closingStr  = rs.getString("closing_time");
+                                              LocalDateTime closingTime = null;
+                                              if (closingStr != null && !closingStr.isBlank()) {
+                                                 try {
+                                                    closingTime = LocalDateTime.parse(closingStr);
+                                                 } catch (Exception e) {
+                                                    log.warn("Invalid closing_time format: {}", closingStr);
+                                                 }
+                                              }
+                                              
+                                              return new AuctionInfo(
+                                                      rs.getLong("auction_id"),
+                                                      rs.getString("title"),
+                                                      rs.getString("location"),
+                                                      rs.getString("city"),
+                                                      rs.getString("country"),
+                                                      rs.getString("url"),
+                                                      rs.getString("type"),
+                                                      rs.getInt("lot_count"),
+                                                      closingTime
+                                              );
+                                           })
+                                           .list()
+                            );
+   }
+}

src/main/java/auctiora/db/DatabaseSchema.java

@@ -0,0 +1,154 @@
+package auctiora.db;
+
+import lombok.experimental.UtilityClass;
+import org.jdbi.v3.core.Jdbi;
+
+/**
+ * Database schema DDL definitions for all tables and indexes.
+ * Uses text blocks (Java 15+) for clean SQL formatting.
+ */
+@UtilityClass
+public class DatabaseSchema {
+
+    /**
+     * Initializes all database tables and indexes if they don't exist.
+     */
+    public void ensureSchema(Jdbi jdbi) {
+        jdbi.useHandle(handle -> {
+            // Enable WAL mode for better concurrent access
+            handle.execute("PRAGMA journal_mode=WAL");
+            handle.execute("PRAGMA busy_timeout=10000");
+            handle.execute("PRAGMA synchronous=NORMAL");
+
+            createTables(handle);
+            createIndexes(handle);
+        });
+    }
+
+    private void createTables(org.jdbi.v3.core.Handle handle) {
+        // Cache table (for HTTP caching)
+        handle.execute("""
+            CREATE TABLE IF NOT EXISTS cache (
+                url TEXT PRIMARY KEY,
+                content BLOB,
+                timestamp REAL,
+                status_code INTEGER
+            )""");
+
+        // Auctions table (populated by external scraper)
+        handle.execute("""
+            CREATE TABLE IF NOT EXISTS auctions (
+                auction_id TEXT PRIMARY KEY,
+                url TEXT UNIQUE,
+                title TEXT,
+                location TEXT,
+                lots_count INTEGER,
+                first_lot_closing_time TEXT,
+                scraped_at TEXT,
+                city TEXT,
+                country TEXT,
+                type TEXT,
+                lot_count INTEGER DEFAULT 0,
+                closing_time TEXT,
+                discovered_at INTEGER
+            )""");
+
+        // Lots table (populated by external scraper)
+        handle.execute("""
+            CREATE TABLE IF NOT EXISTS lots (
+                lot_id TEXT PRIMARY KEY,
+                auction_id TEXT,
+                url TEXT UNIQUE,
+                title TEXT,
+                current_bid TEXT,
+                bid_count INTEGER,
+                closing_time TEXT,
+                viewing_time TEXT,
+                pickup_date TEXT,
+                location TEXT,
+                description TEXT,
+                category TEXT,
+                scraped_at TEXT,
+                sale_id INTEGER,
+                manufacturer TEXT,
+                type TEXT,
+                year INTEGER,
+                currency TEXT DEFAULT 'EUR',
+                closing_notified INTEGER DEFAULT 0,
+                starting_bid TEXT,
+                minimum_bid TEXT,
+                status TEXT,
+                brand TEXT,
+                model TEXT,
+                attributes_json TEXT,
+                first_bid_time TEXT,
+                last_bid_time TEXT,
+                bid_velocity REAL,
+                bid_increment REAL,
+                year_manufactured INTEGER,
+                condition_score REAL,
+                condition_description TEXT,
+                serial_number TEXT,
+                damage_description TEXT,
+                followers_count INTEGER DEFAULT 0,
+                estimated_min_price REAL,
+                estimated_max_price REAL,
+                lot_condition TEXT,
+                appearance TEXT,
+                estimated_min REAL,
+                estimated_max REAL,
+                next_bid_step_cents INTEGER,
+                condition TEXT,
+                category_path TEXT,
+                city_location TEXT,
+                country_code TEXT,
+                bidding_status TEXT,
+                packaging TEXT,
+                quantity INTEGER,
+                vat REAL,
+                buyer_premium_percentage REAL,
+                remarks TEXT,
+                reserve_price REAL,
+                reserve_met INTEGER,
+                view_count INTEGER,
+                FOREIGN KEY (auction_id) REFERENCES auctions(auction_id)
+            )""");
+
+        // Images table (populated by external scraper with URLs and local_path)
+        handle.execute("""
+            CREATE TABLE IF NOT EXISTS images (
+                id INTEGER PRIMARY KEY AUTOINCREMENT,
+                lot_id TEXT,
+                url TEXT,
+                local_path TEXT,
+                downloaded INTEGER DEFAULT 0,
+                labels TEXT,
+                processed_at INTEGER,
+                FOREIGN KEY (lot_id) REFERENCES lots(lot_id)
+            )""");
+
+        // Bid history table
+        handle.execute("""
+            CREATE TABLE IF NOT EXISTS bid_history (
+                id INTEGER PRIMARY KEY AUTOINCREMENT,
+                lot_id TEXT NOT NULL,
+                bid_amount REAL NOT NULL,
+                bid_time TEXT NOT NULL,
+                is_autobid INTEGER DEFAULT 0,
+                bidder_id TEXT,
+                bidder_number INTEGER,
+                created_at TEXT DEFAULT CURRENT_TIMESTAMP,
+                FOREIGN KEY (lot_id) REFERENCES lots(lot_id)
+            )""");
+    }
+
+    private void createIndexes(org.jdbi.v3.core.Handle handle) {
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_timestamp ON cache(timestamp)");
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_auctions_country ON auctions(country)");
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_lots_sale_id ON lots(sale_id)");
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_images_lot_id ON images(lot_id)");
+        handle.execute("CREATE UNIQUE INDEX IF NOT EXISTS idx_unique_lot_url ON images(lot_id, url)");
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_bid_history_lot_time ON bid_history(lot_id, bid_time)");
+        handle.execute("CREATE INDEX IF NOT EXISTS idx_bid_history_bidder ON bid_history(bidder_id)");
+    }
+}

src/main/java/auctiora/db/ImageRepository.java

@@ -0,0 +1,137 @@
+package auctiora.db;
+
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.jdbi.v3.core.Jdbi;
+
+import java.time.Instant;
+import java.util.List;
+
+/**
+ * Repository for image-related database operations using JDBI3.
+ * Handles image storage, object detection labels, and processing status.
+ */
+@Slf4j
+@RequiredArgsConstructor
+public class ImageRepository {
+
+    private final Jdbi jdbi;
+
+    /**
+     * Image record containing all image metadata.
+     */
+    public record ImageRecord(int id, long lotId, String url, String filePath, String labels) {}
+
+    /**
+     * Minimal record for images needing object detection processing.
+     */
+    public record ImageDetectionRecord(int id, long lotId, String filePath) {}
+
+    /**
+     * Inserts a complete image record (for testing/legacy compatibility).
+     * In production, scraper inserts with local_path, monitor updates labels via updateLabels.
+     */
+    public void insert(long lotId, String url, String filePath, List<String> labels) {
+        jdbi.useHandle(handle ->
+            handle.createUpdate("""
+                INSERT INTO images (lot_id, url, local_path, labels, processed_at, downloaded)
+                VALUES (:lotId, :url, :localPath, :labels, :processedAt, 1)
+                """)
+                .bind("lotId", lotId)
+                .bind("url", url)
+                .bind("localPath", filePath)
+                .bind("labels", String.join(",", labels))
+                .bind("processedAt", Instant.now().getEpochSecond())
+                .execute()
+        );
+    }
+
+    /**
+     * Updates the labels field for an image after object detection.
+     */
+    public void updateLabels(int imageId, List<String> labels) {
+        jdbi.useHandle(handle ->
+            handle.createUpdate("UPDATE images SET labels = :labels, processed_at = :processedAt WHERE id = :id")
+                .bind("labels", String.join(",", labels))
+                .bind("processedAt", Instant.now().getEpochSecond())
+                .bind("id", imageId)
+                .execute()
+        );
+    }
+
+    /**
+     * Gets the labels for a specific image.
+     */
+    public List<String> getLabels(int imageId) {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("SELECT labels FROM images WHERE id = :id")
+                .bind("id", imageId)
+                .mapTo(String.class)
+                .findOne()
+                .map(labelsStr -> {
+                    if (labelsStr != null && !labelsStr.isEmpty()) {
+                        return List.of(labelsStr.split(","));
+                    }
+                    return List.<String>of();
+                })
+                .orElse(List.of())
+        );
+    }
+
+    /**
+     * Retrieves images for a specific lot.
+     */
+    public List<ImageRecord> getImagesForLot(long lotId) {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("SELECT id, lot_id, url, local_path, labels FROM images WHERE lot_id = :lotId")
+                .bind("lotId", lotId)
+                .map((rs, ctx) -> new ImageRecord(
+                    rs.getInt("id"),
+                    rs.getLong("lot_id"),
+                    rs.getString("url"),
+                    rs.getString("local_path"),
+                    rs.getString("labels")
+                ))
+                .list()
+        );
+    }
+
+    /**
+     * Gets images that have been downloaded by the scraper but need object detection.
+     * Only returns images that have local_path set but no labels yet.
+     */
+    public List<ImageDetectionRecord> getImagesNeedingDetection() {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("""
+                SELECT i.id, i.lot_id, i.local_path
+                FROM images i
+                WHERE i.local_path IS NOT NULL
+                  AND i.local_path != ''
+                  AND (i.labels IS NULL OR i.labels = '')
+                """)
+                .map((rs, ctx) -> {
+                    // Extract numeric lot ID from TEXT field (e.g., "A1-34732-49" -> 3473249)
+                    String lotIdStr = rs.getString("lot_id");
+                    long lotId = auctiora.ScraperDataAdapter.extractNumericId(lotIdStr);
+
+                    return new ImageDetectionRecord(
+                        rs.getInt("id"),
+                        lotId,
+                        rs.getString("local_path")
+                    );
+                })
+                .list()
+        );
+    }
+
+    /**
+     * Gets the total number of images in the database.
+     */
+    public int getImageCount() {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("SELECT COUNT(*) FROM images")
+                .mapTo(Integer.class)
+                .one()
+        );
+    }
+}

src/main/java/auctiora/db/LotRepository.java

@@ -0,0 +1,275 @@
+package auctiora.db;
+
+import auctiora.Lot;
+import auctiora.BidHistory;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.jdbi.v3.core.Jdbi;
+
+import java.time.LocalDateTime;
+import java.util.List;
+
+import static java.sql.Types.*;
+
+/**
+ * Repository for lot-related database operations using JDBI3.
+ * Handles CRUD operations and queries for auction lots.
+ */
+@Slf4j
+@RequiredArgsConstructor
+public class LotRepository {
+
+    private final Jdbi jdbi;
+
+    /**
+     * Inserts or updates a lot (upsert operation).
+     * First tries UPDATE, then falls back to INSERT if lot doesn't exist.
+     */
+    public void upsert(Lot lot) {
+        jdbi.useTransaction(handle -> {
+            // Try UPDATE first
+            int updated = handle.createUpdate("""
+                UPDATE lots SET
+                    sale_id = :saleId,
+                    auction_id = :auctionId,
+                    title = :title,
+                    description = :description,
+                    manufacturer = :manufacturer,
+                    type = :type,
+                    year = :year,
+                    category = :category,
+                    current_bid = :currentBid,
+                    currency = :currency,
+                    url = :url,
+                    closing_time = :closingTime
+                WHERE lot_id = :lotId
+                """)
+                .bind("saleId", String.valueOf(lot.saleId()))
+                .bind("auctionId", String.valueOf(lot.saleId())) // auction_id = sale_id
+                .bind("title", lot.title())
+                .bind("description", lot.description())
+                .bind("manufacturer", lot.manufacturer())
+                .bind("type", lot.type())
+                .bind("year", lot.year())
+                .bind("category", lot.category())
+                .bind("currentBid", lot.currentBid())
+                .bind("currency", lot.currency())
+                .bind("url", lot.url())
+                .bind("closingTime", lot.closingTime() != null ? lot.closingTime().toString() : null)
+                .bind("lotId", String.valueOf(lot.lotId()))
+                .execute();
+
+            if (updated == 0) {
+                // No rows updated, perform INSERT
+                handle.createUpdate("""
+                    INSERT OR IGNORE INTO lots (
+                        lot_id, sale_id, auction_id, title, description, manufacturer, type, year,
+                        category, current_bid, currency, url, closing_time, closing_notified
+                    ) VALUES (
+                        :lotId, :saleId, :auctionId, :title, :description, :manufacturer, :type, :year,
+                        :category, :currentBid, :currency, :url, :closingTime, :closingNotified
+                    )
+                    """)
+                    .bind("lotId", String.valueOf(lot.lotId()))
+                    .bind("saleId", String.valueOf(lot.saleId()))
+                    .bind("auctionId", String.valueOf(lot.saleId())) // auction_id = sale_id
+                    .bind("title", lot.title())
+                    .bind("description", lot.description())
+                    .bind("manufacturer", lot.manufacturer())
+                    .bind("type", lot.type())
+                    .bind("year", lot.year())
+                    .bind("category", lot.category())
+                    .bind("currentBid", lot.currentBid())
+                    .bind("currency", lot.currency())
+                    .bind("url", lot.url())
+                    .bind("closingTime", lot.closingTime() != null ? lot.closingTime().toString() : null)
+                    .bind("closingNotified", lot.closingNotified() ? 1 : 0)
+                    .execute();
+            }
+        });
+    }
+
+    /**
+     * Updates a lot with full intelligence data from GraphQL enrichment.
+     * Includes all 24+ intelligence fields from bidding platform.
+     */
+    public void upsertWithIntelligence(Lot lot) {
+        jdbi.useHandle(handle -> {
+            var update = handle.createUpdate("""
+                UPDATE lots SET
+                    sale_id = :saleId,
+                    title = :title,
+                    description = :description,
+                    manufacturer = :manufacturer,
+                    type = :type,
+                    year = :year,
+                    category = :category,
+                    current_bid = :currentBid,
+                    currency = :currency,
+                    url = :url,
+                    closing_time = :closingTime,
+                    followers_count = :followersCount,
+                    estimated_min = :estimatedMin,
+                    estimated_max = :estimatedMax,
+                    next_bid_step_cents = :nextBidStepInCents,
+                    condition = :condition,
+                    category_path = :categoryPath,
+                    city_location = :cityLocation,
+                    country_code = :countryCode,
+                    bidding_status = :biddingStatus,
+                    appearance = :appearance,
+                    packaging = :packaging,
+                    quantity = :quantity,
+                    vat = :vat,
+                    buyer_premium_percentage = :buyerPremiumPercentage,
+                    remarks = :remarks,
+                    starting_bid = :startingBid,
+                    reserve_price = :reservePrice,
+                    reserve_met = :reserveMet,
+                    bid_increment = :bidIncrement,
+                    view_count = :viewCount,
+                    first_bid_time = :firstBidTime,
+                    last_bid_time = :lastBidTime,
+                    bid_velocity = :bidVelocity
+                WHERE lot_id = :lotId
+                """)
+                .bind("saleId", lot.saleId())
+                .bind("title", lot.title())
+                .bind("description", lot.description())
+                .bind("manufacturer", lot.manufacturer())
+                .bind("type", lot.type())
+                .bind("year", lot.year())
+                .bind("category", lot.category())
+                .bind("currentBid", lot.currentBid())
+                .bind("currency", lot.currency())
+                .bind("url", lot.url())
+                .bind("closingTime", lot.closingTime() != null ? lot.closingTime().toString() : null)
+                .bind("followersCount", lot.followersCount())
+                .bind("estimatedMin", lot.estimatedMin())
+                .bind("estimatedMax", lot.estimatedMax())
+                .bind("nextBidStepInCents", lot.nextBidStepInCents())
+                .bind("condition", lot.condition())
+                .bind("categoryPath", lot.categoryPath())
+                .bind("cityLocation", lot.cityLocation())
+                .bind("countryCode", lot.countryCode())
+                .bind("biddingStatus", lot.biddingStatus())
+                .bind("appearance", lot.appearance())
+                .bind("packaging", lot.packaging())
+                .bind("quantity", lot.quantity())
+                .bind("vat", lot.vat())
+                .bind("buyerPremiumPercentage", lot.buyerPremiumPercentage())
+                .bind("remarks", lot.remarks())
+                .bind("startingBid", lot.startingBid())
+                .bind("reservePrice", lot.reservePrice())
+                .bind("reserveMet", lot.reserveMet() != null && lot.reserveMet() ? 1 : null)
+                .bind("bidIncrement", lot.bidIncrement())
+                .bind("viewCount", lot.viewCount())
+                .bind("firstBidTime", lot.firstBidTime() != null ? lot.firstBidTime().toString() : null)
+                .bind("lastBidTime", lot.lastBidTime() != null ? lot.lastBidTime().toString() : null)
+                .bind("bidVelocity", lot.bidVelocity())
+                .bind("lotId", lot.lotId());
+
+            int updated = update.execute();
+            if (updated == 0) {
+                log.warn("Failed to update lot {} - lot not found in database", lot.lotId());
+            }
+        });
+    }
+
+    /**
+     * Updates only the current bid for a lot (lightweight update).
+     */
+    public void updateCurrentBid(Lot lot) {
+        jdbi.useHandle(handle ->
+            handle.createUpdate("UPDATE lots SET current_bid = :bid WHERE lot_id = :lotId")
+                .bind("bid", lot.currentBid())
+                .bind("lotId", String.valueOf(lot.lotId()))
+                .execute()
+        );
+    }
+
+    /**
+     * Updates notification flags for a lot.
+     */
+    public void updateNotificationFlags(Lot lot) {
+        jdbi.useHandle(handle ->
+            handle.createUpdate("UPDATE lots SET closing_notified = :notified WHERE lot_id = :lotId")
+                .bind("notified", lot.closingNotified() ? 1 : 0)
+                .bind("lotId", String.valueOf(lot.lotId()))
+                .execute()
+        );
+    }
+
+    /**
+     * Retrieves all active lots.
+     * Note: Despite the name, this returns ALL lots (legacy behavior for backward compatibility).
+     */
+    public List<Lot> getActiveLots() {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("SELECT * FROM lots")
+                .map((rs, ctx) -> auctiora.ScraperDataAdapter.fromScraperLot(rs))
+                .list()
+        );
+    }
+
+    /**
+     * Retrieves all lots from the database.
+     */
+    public List<Lot> getAllLots() {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("SELECT * FROM lots")
+                .map((rs, ctx) -> auctiora.ScraperDataAdapter.fromScraperLot(rs))
+                .list()
+        );
+    }
+
+    /**
+     * Retrieves bid history for a specific lot.
+     */
+    public List<BidHistory> getBidHistory(String lotId) {
+        return jdbi.withHandle(handle ->
+            handle.createQuery("""
+                SELECT id, lot_id, bid_amount, bid_time, is_autobid, bidder_id, bidder_number
+                FROM bid_history
+                WHERE lot_id = :lotId
+                ORDER BY bid_time DESC
+                """)
+                .bind("lotId", lotId)
+                .map((rs, ctx) -> new BidHistory(
+                    rs.getInt("id"),
+                    rs.getString("lot_id"),
+                    rs.getDouble("bid_amount"),
+                    LocalDateTime.parse(rs.getString("bid_time")),
+                    rs.getInt("is_autobid") != 0,
+                    rs.getString("bidder_id"),
+                    (Integer) rs.getObject("bidder_number")
+                ))
+                .list()
+        );
+    }
+
+    /**
+     * Inserts bid history records in batch.
+     */
+    public void insertBidHistory(List<BidHistory> bidHistory) {
+        jdbi.useHandle(handle -> {
+            var batch = handle.prepareBatch("""
+                INSERT OR IGNORE INTO bid_history (
+                    lot_id, bid_amount, bid_time, is_autobid, bidder_id, bidder_number
+                ) VALUES (:lotId, :bidAmount, :bidTime, :isAutobid, :bidderId, :bidderNumber)
+                """);
+
+            bidHistory.forEach(bid ->
+                batch.bind("lotId", bid.lotId())
+                    .bind("bidAmount", bid.bidAmount())
+                    .bind("bidTime", bid.bidTime().toString())
+                    .bind("isAutobid", bid.isAutobid() ? 1 : 0)
+                    .bind("bidderId", bid.bidderId())
+                    .bind("bidderNumber", bid.bidderNumber())
+                    .add()
+            );
+
+            batch.execute();
+        });
+    }
+}

src/main/java/com/auction/scraper/Main.java

@@ -1,8 +0,0 @@
-package com.auction.scraper;
-
-public class Main {
-    public static void main(String[] args) {
-        System.out.println("Troostwijk Auction Scraper");
-        System.out.println("Use TroostwijkScraper class to run the scraper.");
-    }
-}

src/main/java/com/auction/scraper/TroostwijkScraper.java

@@ -1,801 +0,0 @@
-package com.auction.scraper;
-
-/*
- * TroostwijkScraper
- *
- * This example shows how you could build a Java‐based scraper for the Dutch
- * auctions on Troostwijk Auctions.  The scraper uses a combination of
- * HTTP requests and HTML parsing with the jsoup library to discover active
- * auctions, calls Troostwijk's internal JSON API to fetch lot (kavel) data
- * efficiently, writes the results into a local SQLite database, performs
- * object detection on lot images using OpenCV's DNN module, and sends
- * desktop/email notifications when bids change or lots are about to expire.
- * The implementation uses well known open source libraries for each of these
- * concerns.  You can adjust the API endpoints and CSS selectors as
- * Troostwijk's site evolves.  The code is organised into small helper
- * classes to make it easier to maintain.
- *
- * Dependencies (add these to your Maven/Gradle project):
- *
- * - org.jsoup:jsoup:1.17.2 – HTML parser and HTTP client.
- * - com.fasterxml.jackson.core:jackson-databind:2.17.0 – JSON parsing.
- * - org.xerial:sqlite-jdbc:3.45.1.0 – SQLite JDBC driver.
- * - com.sun.mail:javax.mail:1.6.2 – JavaMail for email notifications (free).
- * - org.openpnp:opencv:4.9.0-0 (with native libraries) – OpenCV for image
- *   processing and object detection.
- *
- * Before running this program you must ensure that the native OpenCV
- * binaries are on your library path (e.g. via -Djava.library.path).
- * Desktop notifications work out of the box on Windows, macOS, and Linux.
- * For email notifications, you need a Gmail account with an app password
- * (free, requires 2FA enabled). See https://support.google.com/accounts/answer/185833
- *
- * The scraper performs four major tasks:
- * 1. Discover all auctions located in the Netherlands.
- * 2. For each auction, fetch all lots (kavels) including images and
- *    bidding information, and persist the data into SQLite tables.
- * 3. Monitor bidding and closing times on a schedule and send desktop/email
- *    notifications when bids change or lots are about to expire.
- * 4. Run object detection on downloaded lot images to automatically
- *    label objects using a YOLO model.  The results are stored in the
- *    database for later search.
- */
-
-import java.io.IOException;
-import java.io.InputStream;
-import java.net.URI;
-import java.net.http.HttpClient;
-import java.net.http.HttpRequest;
-import java.net.http.HttpResponse;
-import java.nio.charset.StandardCharsets;
-import java.nio.file.Files;
-import java.nio.file.Path;
-import java.nio.file.Paths;
-import java.sql.Connection;
-import java.sql.DriverManager;
-import java.sql.PreparedStatement;
-import java.sql.ResultSet;
-import java.sql.SQLException;
-import java.sql.Statement;
-import java.time.LocalDateTime;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.concurrent.Executors;
-import java.util.concurrent.ScheduledExecutorService;
-import java.util.concurrent.TimeUnit;
-
-import com.fasterxml.jackson.databind.JsonNode;
-import com.fasterxml.jackson.databind.ObjectMapper;
-import org.jsoup.Jsoup;
-import org.jsoup.nodes.Document;
-import org.jsoup.nodes.Element;
-import org.jsoup.select.Elements;
-import org.opencv.core.Core;
-import org.opencv.core.Mat;
-import org.opencv.core.Scalar;
-import org.opencv.core.Size;
-import org.opencv.dnn.Dnn;
-import org.opencv.dnn.Net;
-import org.opencv.imgcodecs.Imgcodecs;
-import static org.opencv.dnn.Dnn.DNN_BACKEND_OPENCV;
-import static org.opencv.dnn.Dnn.DNN_TARGET_CPU;
-
-/**
- * Main scraper class.  It encapsulates the logic for scraping auctions,
- * persisting data, scheduling updates, and performing object detection.
- */
-public class TroostwijkScraper {
-
-    // Base URLs – adjust these if Troostwijk changes their site structure
-    private static final String AUCTIONS_PAGE = "https://www.troostwijkauctions.com/nl/auctions";
-    private static final String LOT_API = "https://api.troostwijkauctions.com/lot/7/list";
-
-    // HTTP client used for API calls
-    private final HttpClient httpClient;
-    private final ObjectMapper objectMapper;
-    private final DatabaseService db;
-    private final NotificationService notifier;
-    private final ObjectDetectionService detector;
-
-    /**
-     * Constructor.  Creates supporting services and ensures the database
-     * tables exist.
-     *
-     * @param databasePath Path to SQLite database file
-     * @param notificationConfig "desktop" for desktop only, or "smtp:user:pass:toEmail" for email
-     * @param unused Unused parameter (kept for compatibility)
-     * @param yoloCfgPath Path to YOLO configuration file
-     * @param yoloWeightsPath Path to YOLO weights file
-     * @param classNamesPath Path to file containing class names
-     */
-    public TroostwijkScraper(String databasePath, String notificationConfig, String unused,
-                             String yoloCfgPath, String yoloWeightsPath, String classNamesPath) throws SQLException, IOException {
-        this.httpClient = HttpClient.newHttpClient();
-        this.objectMapper = new ObjectMapper();
-        this.db = new DatabaseService(databasePath);
-        this.notifier = new NotificationService(notificationConfig, unused);
-        this.detector = new ObjectDetectionService(yoloCfgPath, yoloWeightsPath, classNamesPath);
-        // initialize DB
-        db.ensureSchema();
-    }
-
-    /**
-     * Discovers all active Dutch auctions by crawling the auctions page.
-     *
-     * Troostwijk lists auctions for many countries on one page.  We parse
-     * the page with jsoup (an HTML parser that fetches and parses real‐world
-     * HTML easily【438902460386021†L14-L24】) and filter auctions whose location
-     * contains ", NL" (indicating the Netherlands).  Each auction link
-     * contains a unique sale ID which we extract from its URL.
-     *
-     * @return a list of sale identifiers for auctions located in NL
-     */
-    public List<Integer> discoverDutchAuctions() {
-        List<Integer> saleIds = new ArrayList<>();
-        try {
-            // Fetch the auctions overview page
-            Document doc = Jsoup.connect(AUCTIONS_PAGE).get();
-            // Select all anchor elements that represent an auction listing.
-            // The exact selector may change; inspect the page with your browser’s
-            // developer tools and update accordingly.
-            Elements auctionLinks = doc.select("a[href][data-id]");
-            for (Element link : auctionLinks) {
-                Element locationElement = link.selectFirst(".auction-location");
-                String location = locationElement != null ? locationElement.text() : "";
-                if (location.contains(", NL")) {
-                    // Extract saleID from the data-id attribute or href
-                    String saleIdStr = link.attr("data-id");
-                    if (saleIdStr.isEmpty()) {
-                        // Fallback: parse from URL path, e.g. /nl/sale/27213/machines
-                        String href = link.attr("href");
-                        String[] parts = href.split("/");
-                        for (String p : parts) {
-                            if (p.matches("\\d+")) {
-                                saleIdStr = p;
-                                break;
-                            }
-                        }
-                    }
-                    try {
-                        int saleId = Integer.parseInt(saleIdStr);
-                        saleIds.add(saleId);
-                    } catch (NumberFormatException ignored) {
-                        // not a sale ID
-                    }
-                }
-            }
-        } catch (IOException e) {
-            System.err.println("Failed to discover auctions: " + e.getMessage());
-        }
-        return saleIds;
-    }
-
-    /**
-     * Retrieves all lots for a given sale ID using Troostwijk’s internal JSON
-     * API.  The API accepts parameters such as batchSize, offset, and saleID.
-     * A large batchSize returns many lots at once【610752406306016†L124-L134】.  We loop
-     * until no further results are returned.  Each JSON result is mapped to
-     * our Lot domain object and persisted to the database.
-     *
-     * @param saleId the sale identifier
-     */
-    public void fetchLotsForSale(int saleId) {
-        int batchSize = 200;
-        int offset = 0;
-        boolean more = true;
-        while (more) {
-            try {
-                String url = LOT_API + "?batchSize=" + batchSize
-                        + "&listType=7&offset=" + offset
-                        + "&sortOption=0&saleID=" + saleId
-                        + "&parentID=0&relationID=0&buildversion=201807311";
-                HttpRequest request = HttpRequest.newBuilder()
-                        .uri(URI.create(url))
-                        .header("Accept", "application/json")
-                        .GET()
-                        .build();
-                HttpResponse<String> response = httpClient.send(request, HttpResponse.BodyHandlers.ofString());
-                if (response.statusCode() != 200) {
-                    System.err.println("API call failed for sale " + saleId + " with status " + response.statusCode());
-                    break;
-                }
-                JsonNode root = objectMapper.readTree(response.body());
-                JsonNode results = root.path("results");
-                if (!results.isArray() || results.isEmpty()) {
-                    more = false;
-                    break;
-                }
-                for (JsonNode node : results) {
-                    Lot lot = new Lot();
-                    lot.saleId = saleId;
-                    lot.lotId = node.path("lotID").asInt();
-                    lot.title = node.path("t").asText();
-                    lot.description = node.path("d").asText();
-                    lot.manufacturer = node.path("mf").asText();
-                    lot.type = node.path("typ").asText();
-                    lot.year = node.path("yb").asInt();
-                    lot.category = node.path("lc").asText();
-                    // Current bid; field names may differ (e.g. currentBid or cb)
-                    lot.currentBid = node.path("cb").asDouble();
-                    lot.currency = node.path("cu").asText();
-                    lot.url = "https://www.troostwijkauctions.com/nl" + node.path("url").asText();
-                    // Save basic lot info into DB
-                    db.upsertLot(lot);
-                    // Download images and perform object detection
-                    List<String> imageUrls = new ArrayList<>();
-                    JsonNode imgs = node.path("imgs");
-                    if (imgs.isArray()) {
-                        for (JsonNode imgNode : imgs) {
-                            String imgUrl = imgNode.asText();
-                            imageUrls.add(imgUrl);
-                        }
-                    }
-                    for (String imgUrl : imageUrls) {
-                        String fileName = downloadImage(imgUrl, saleId, lot.lotId);
-                        if (fileName != null) {
-                            // run object detection once per image
-                            List<String> labels = detector.detectObjects(fileName);
-                            db.insertImage(lot.lotId, imgUrl, fileName, labels);
-                        }
-                    }
-                }
-                offset += batchSize;
-            } catch (IOException | InterruptedException e) {
-                System.err.println("Error fetching lots for sale " + saleId + ": " + e.getMessage());
-                more = false;
-            } catch (SQLException e) {
-                System.err.println("Database error: " + e.getMessage());
-            }
-        }
-    }
-
-    /**
-     * Downloads an image from the given URL to a local directory.  Images
-     * are stored under "images/<saleId>/<lotId>/" to keep them organised.
-     *
-     * @param imageUrl remote image URL
-     * @param saleId   sale identifier
-     * @param lotId    lot identifier
-     * @return absolute path to saved file or null on failure
-     */
-    private String downloadImage(String imageUrl, int saleId, int lotId) {
-        try {
-            HttpRequest request = HttpRequest.newBuilder()
-                    .uri(URI.create(imageUrl))
-                    .GET()
-                    .build();
-            HttpResponse<InputStream> response = httpClient.send(request, HttpResponse.BodyHandlers.ofInputStream());
-            if (response.statusCode() == 200) {
-                Path dir = Paths.get("images", String.valueOf(saleId), String.valueOf(lotId));
-                Files.createDirectories(dir);
-                String fileName = Paths.get(imageUrl).getFileName().toString();
-                Path dest = dir.resolve(fileName);
-                Files.copy(response.body(), dest);
-                return dest.toAbsolutePath().toString();
-            }
-        } catch (IOException | InterruptedException e) {
-            System.err.println("Failed to download image " + imageUrl + ": " + e.getMessage());
-        }
-        return null;
-    }
-
-    /**
-     * Schedules periodic monitoring of all lots.  The scheduler runs every
-     * hour to refresh current bids and closing times.  For lots that
-     * are within 30 minutes of closing, it increases the polling frequency
-     * automatically.  When a new bid is detected or a lot is about to
-     * expire, a Pushover notification is sent to the configured user.
-     * Note: In production, ensure proper shutdown handling for the scheduler.
-     */
-    public ScheduledExecutorService scheduleMonitoring() {
-        ScheduledExecutorService scheduler = Executors.newScheduledThreadPool(1);
-        scheduler.scheduleAtFixedRate(() -> {
-            try {
-                List<Lot> activeLots = db.getActiveLots();
-                for (Lot lot : activeLots) {
-                    // refresh the lot's bidding information via API
-                    refreshLotBid(lot);
-                    // check closing time to adjust monitoring
-                    long minutesLeft = lot.minutesUntilClose();
-                    if (minutesLeft < 30) {
-                        // send warning when within 5 minutes
-                        if (minutesLeft <= 5 && !lot.closingNotified) {
-                            notifier.sendNotification("Kavel " + lot.lotId + " sluit binnen " + minutesLeft + " min.",
-                                    "Lot nearing closure", 1);
-                            lot.closingNotified = true;
-                            db.updateLotNotificationFlags(lot);
-                        }
-                        // schedule additional quick check for this lot
-                        scheduler.schedule(() -> refreshLotBid(lot), 5, TimeUnit.MINUTES);
-                    }
-                }
-            } catch (SQLException e) {
-                System.err.println("Error during scheduled monitoring: " + e.getMessage());
-            }
-        }, 0, 1, TimeUnit.HOURS);
-        return scheduler;
-    }
-
-    /**
-     * Refreshes the bid for a single lot and sends notification if it has
-     * changed since the last check.  The method calls the same API used for
-     * initial scraping but only extracts the current bid for the given lot.
-     *
-     * @param lot the lot to refresh
-     */
-    private void refreshLotBid(Lot lot) {
-        try {
-            String url = LOT_API + "?batchSize=1&listType=7&offset=0&sortOption=0&saleID=" + lot.saleId
-                    + "&parentID=0&relationID=0&buildversion=201807311&lotID=" + lot.lotId;
-            HttpRequest request = HttpRequest.newBuilder().uri(URI.create(url)).GET().build();
-            HttpResponse<String> response = httpClient.send(request, HttpResponse.BodyHandlers.ofString());
-            if (response.statusCode() != 200) return;
-            JsonNode root = objectMapper.readTree(response.body());
-            JsonNode results = root.path("results");
-            if (results.isArray() && !results.isEmpty()) {
-                JsonNode node = results.get(0);
-                double newBid = node.path("cb").asDouble();
-                if (Double.compare(newBid, lot.currentBid) > 0) {
-                    double previous = lot.currentBid;
-                    lot.currentBid = newBid;
-                    db.updateLotCurrentBid(lot);
-                    String msg = String.format("Nieuw bod op kavel %d: €%.2f (was €%.2f)", lot.lotId, newBid, previous);
-                    notifier.sendNotification(msg, "Kavel bieding update", 0);
-                }
-            }
-        } catch (IOException | InterruptedException | SQLException e) {
-            System.err.println("Failed to refresh bid for lot " + lot.lotId + ": " + e.getMessage());
-        }
-    }
-
-    /**
-     * Entry point.  Configure database location, notification settings, and
-     * YOLO model paths here before running.  Once started the scraper
-     * discovers Dutch auctions, scrapes lots, and begins monitoring.
-     */
-    public static void main(String[] args) throws Exception {
-        // Configuration parameters (replace with your own values)
-        String databaseFile = "troostwijk.db";
-
-        // Notification configuration - choose one:
-        // Option 1: Desktop notifications only (free, no setup required)
-        String notificationConfig = System.getenv().getOrDefault("NOTIFICATION_CONFIG", "desktop");
-
-        // Option 2: Desktop + Email via Gmail (free, requires Gmail app password)
-        // Format: "smtp:username:appPassword:toEmail"
-        // Example: "smtp:your.email@gmail.com:abcd1234efgh5678:recipient@example.com"
-        // Get app password: Google Account > Security > 2-Step Verification > App passwords
-
-        String yoloCfg = "models/yolov4.cfg";      // path to YOLO config file
-        String yoloWeights = "models/yolov4.weights"; // path to YOLO weights file
-        String yoloClasses = "models/coco.names";   // list of class names
-
-        // Load native OpenCV library
-        System.loadLibrary(Core.NATIVE_LIBRARY_NAME);
-
-        TroostwijkScraper scraper = new TroostwijkScraper(databaseFile, notificationConfig, "",
-                yoloCfg, yoloWeights, yoloClasses);
-
-        // Step 1: Discover auctions in NL
-        List<Integer> auctions = scraper.discoverDutchAuctions();
-        System.out.println("Found auctions: " + auctions);
-
-        // Step 2: Fetch lots for each auction
-        for (int saleId : auctions) {
-            scraper.fetchLotsForSale(saleId);
-        }
-
-        // Step 3: Start monitoring bids and closures
-        scraper.scheduleMonitoring();
-    }
-
-    // ----------------------------------------------------------------------
-    // Domain classes and services
-    // ----------------------------------------------------------------------
-
-    /**
-     * Simple POJO representing a lot (kavel) in an auction.  It keeps track
-     * of the sale it belongs to, current bid and closing time.  The method
-     * minutesUntilClose computes how many minutes remain until the lot closes.
-     */
-    static class Lot {
-        int saleId;
-        int lotId;
-        String title;
-        String description;
-        String manufacturer;
-        String type;
-        int year;
-        String category;
-        double currentBid;
-        String currency;
-        String url;
-        LocalDateTime closingTime; // null if unknown
-        boolean closingNotified;
-
-        long minutesUntilClose() {
-            if (closingTime == null) return Long.MAX_VALUE;
-            return java.time.Duration.between(LocalDateTime.now(), closingTime).toMinutes();
-        }
-    }
-
-    /**
-     * Service for persisting auctions, lots, images, and object labels into
-     * a SQLite database.  Uses the Xerial JDBC driver which connects to
-     * SQLite via a URL of the form "jdbc:sqlite:path_to_file"【329850066306528†L40-L63】.
-     */
-    static class DatabaseService {
-        private final String url;
-        DatabaseService(String dbPath) {
-            this.url = "jdbc:sqlite:" + dbPath;
-        }
-        /**
-         * Creates tables if they do not already exist.  The schema includes
-         * tables for sales, lots, images, and object labels.  This method is
-         * idempotent; it can be called multiple times.
-         */
-        void ensureSchema() throws SQLException {
-            try (Connection conn = DriverManager.getConnection(url); Statement stmt = conn.createStatement()) {
-                // Sales table
-                stmt.execute("CREATE TABLE IF NOT EXISTS sales ("
-                        + "sale_id INTEGER PRIMARY KEY,"
-                        + "title TEXT,"
-                        + "location TEXT,"
-                        + "closing_time TEXT"
-                        + ")");
-                // Lots table
-                stmt.execute("CREATE TABLE IF NOT EXISTS lots ("
-                        + "lot_id INTEGER PRIMARY KEY,"
-                        + "sale_id INTEGER,"
-                        + "title TEXT,"
-                        + "description TEXT,"
-                        + "manufacturer TEXT,"
-                        + "type TEXT,"
-                        + "year INTEGER,"
-                        + "category TEXT,"
-                        + "current_bid REAL,"
-                        + "currency TEXT,"
-                        + "url TEXT,"
-                        + "closing_time TEXT,"
-                        + "closing_notified INTEGER DEFAULT 0,"
-                        + "FOREIGN KEY (sale_id) REFERENCES sales(sale_id)"
-                        + ")");
-                // Images table
-                stmt.execute("CREATE TABLE IF NOT EXISTS images ("
-                        + "id INTEGER PRIMARY KEY AUTOINCREMENT,"
-                        + "lot_id INTEGER,"
-                        + "url TEXT,"
-                        + "file_path TEXT,"
-                        + "labels TEXT,"
-                        + "FOREIGN KEY (lot_id) REFERENCES lots(lot_id)"
-                        + ")");
-            }
-        }
-
-        /**
-         * Inserts or updates a lot record.  Uses INSERT OR REPLACE to
-         * implement upsert semantics so that existing rows are replaced.
-         */
-        synchronized void upsertLot(Lot lot) throws SQLException {
-            String sql = "INSERT INTO lots (lot_id, sale_id, title, description, manufacturer, type, year, category, current_bid, currency, url, closing_time, closing_notified)"
-                    + " VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)"
-                    + " ON CONFLICT(lot_id) DO UPDATE SET "
-                    + "sale_id = excluded.sale_id, title = excluded.title, description = excluded.description, "
-                    + "manufacturer = excluded.manufacturer, type = excluded.type, year = excluded.year, category = excluded.category, "
-                    + "current_bid = excluded.current_bid, currency = excluded.currency, url = excluded.url, closing_time = excluded.closing_time";
-            try (Connection conn = DriverManager.getConnection(url); PreparedStatement ps = conn.prepareStatement(sql)) {
-                ps.setInt(1, lot.lotId);
-                ps.setInt(2, lot.saleId);
-                ps.setString(3, lot.title);
-                ps.setString(4, lot.description);
-                ps.setString(5, lot.manufacturer);
-                ps.setString(6, lot.type);
-                ps.setInt(7, lot.year);
-                ps.setString(8, lot.category);
-                ps.setDouble(9, lot.currentBid);
-                ps.setString(10, lot.currency);
-                ps.setString(11, lot.url);
-                ps.setString(12, lot.closingTime != null ? lot.closingTime.toString() : null);
-                ps.setInt(13, lot.closingNotified ? 1 : 0);
-                ps.executeUpdate();
-            }
-        }
-
-        /**
-         * Inserts a new image record.  Each image is associated with a lot and
-         * stores both the original URL and the local file path.  Detected
-         * labels are stored as a comma separated string.
-         */
-        synchronized void insertImage(int lotId, String url, String filePath, List<String> labels) throws SQLException {
-            String sql = "INSERT INTO images (lot_id, url, file_path, labels) VALUES (?, ?, ?, ?)";
-            try (Connection conn = DriverManager.getConnection(this.url); PreparedStatement ps = conn.prepareStatement(sql)) {
-                ps.setInt(1, lotId);
-                ps.setString(2, url);
-                ps.setString(3, filePath);
-                ps.setString(4, String.join(",", labels));
-                ps.executeUpdate();
-            }
-        }
-
-        /**
-         * Retrieves all lots that are still active (i.e., have a closing time
-         * in the future or unknown).  Only these lots need to be monitored.
-         */
-        synchronized List<Lot> getActiveLots() throws SQLException {
-            List<Lot> list = new ArrayList<>();
-            String sql = "SELECT lot_id, sale_id, current_bid, currency, closing_time, closing_notified FROM lots";
-            try (Connection conn = DriverManager.getConnection(url); Statement stmt = conn.createStatement()) {
-                ResultSet rs = stmt.executeQuery(sql);
-                while (rs.next()) {
-                    Lot lot = new Lot();
-                    lot.lotId = rs.getInt("lot_id");
-                    lot.saleId = rs.getInt("sale_id");
-                    lot.currentBid = rs.getDouble("current_bid");
-                    lot.currency = rs.getString("currency");
-                    String closing = rs.getString("closing_time");
-                    lot.closingNotified = rs.getInt("closing_notified") != 0;
-                    if (closing != null) {
-                        lot.closingTime = LocalDateTime.parse(closing);
-                    }
-                    list.add(lot);
-                }
-            }
-            return list;
-        }
-
-        /**
-         * Updates the current bid of a lot after a bid refresh.
-         */
-        synchronized void updateLotCurrentBid(Lot lot) throws SQLException {
-            try (Connection conn = DriverManager.getConnection(url); PreparedStatement ps = conn.prepareStatement(
-                    "UPDATE lots SET current_bid = ? WHERE lot_id = ?")) {
-                ps.setDouble(1, lot.currentBid);
-                ps.setInt(2, lot.lotId);
-                ps.executeUpdate();
-            }
-        }
-
-        /**
-         * Updates the closingNotified flag of a lot (set to 1 when we have
-         * warned the user about its imminent closure).
-         */
-        synchronized void updateLotNotificationFlags(Lot lot) throws SQLException {
-            try (Connection conn = DriverManager.getConnection(url); PreparedStatement ps = conn.prepareStatement(
-                    "UPDATE lots SET closing_notified = ? WHERE lot_id = ?")) {
-                ps.setInt(1, lot.closingNotified ? 1 : 0);
-                ps.setInt(2, lot.lotId);
-                ps.executeUpdate();
-            }
-        }
-    }
-
-    /**
-     * Service for sending notifications via desktop notifications and/or email.
-     * Supports free notification methods:
-     * 1. Desktop notifications (Windows/Linux/macOS system tray)
-     * 2. Email via Gmail SMTP (free, requires app password)
-     *
-     * Configuration:
-     * - For email: Set notificationEmail to your Gmail address
-     * - Enable 2FA in Gmail and create an App Password
-     * - Use format "smtp:username:appPassword:toEmail" for credentials
-     * - Or use "desktop" for desktop-only notifications
-     */
-    static class NotificationService {
-        private final boolean useDesktop;
-        private final boolean useEmail;
-        private final String smtpUsername;
-        private final String smtpPassword;
-        private final String toEmail;
-
-        /**
-         * Creates a notification service.
-         *
-         * @param config "desktop" for desktop only, or "smtp:username:password:toEmail" for email
-         * @param unusedParam Kept for compatibility (can pass empty string)
-         */
-        NotificationService(String config, String unusedParam) {
-
-            if ("desktop".equalsIgnoreCase(config)) {
-                this.useDesktop = true;
-                this.useEmail = false;
-                this.smtpUsername = null;
-                this.smtpPassword = null;
-                this.toEmail = null;
-            } else if (config.startsWith("smtp:")) {
-                String[] parts = config.split(":", 4);
-                if (parts.length != 4) {
-                    throw new IllegalArgumentException("Email config must be 'smtp:username:password:toEmail'");
-                }
-                this.useDesktop = true;  // Always include desktop
-                this.useEmail = true;
-                this.smtpUsername = parts[1];
-                this.smtpPassword = parts[2];
-                this.toEmail = parts[3];
-            } else {
-                throw new IllegalArgumentException("Config must be 'desktop' or 'smtp:username:password:toEmail'");
-            }
-        }
-
-        /**
-         * Sends notification via configured channels.
-         *
-         * @param message The message body
-         * @param title Message title
-         * @param priority Priority level (0=normal, 1=high)
-         */
-        void sendNotification(String message, String title, int priority) {
-            if (useDesktop) {
-                sendDesktopNotification(title, message, priority);
-            }
-            if (useEmail) {
-                sendEmailNotification(title, message, priority);
-            }
-        }
-
-        /**
-         * Sends a desktop notification using system tray.
-         * Works on Windows, macOS, and Linux with desktop environments.
-         */
-        private void sendDesktopNotification(String title, String message, int priority) {
-            try {
-                if (java.awt.SystemTray.isSupported()) {
-                    java.awt.SystemTray tray = java.awt.SystemTray.getSystemTray();
-                    java.awt.Image image = java.awt.Toolkit.getDefaultToolkit()
-                            .createImage(new byte[0]); // Empty image
-
-                    java.awt.TrayIcon trayIcon = new java.awt.TrayIcon(image, "Troostwijk Scraper");
-                    trayIcon.setImageAutoSize(true);
-
-                    java.awt.TrayIcon.MessageType messageType = priority > 0
-                            ? java.awt.TrayIcon.MessageType.WARNING
-                            : java.awt.TrayIcon.MessageType.INFO;
-
-                    tray.add(trayIcon);
-                    trayIcon.displayMessage(title, message, messageType);
-
-                    // Remove icon after 2 seconds to avoid clutter
-                    Thread.sleep(2000);
-                    tray.remove(trayIcon);
-
-                    System.out.println("Desktop notification sent: " + title);
-                } else {
-                    System.out.println("Desktop notifications not supported, logging: " + title + " - " + message);
-                }
-            } catch (Exception e) {
-                System.err.println("Desktop notification failed: " + e.getMessage());
-            }
-        }
-
-        /**
-         * Sends email notification via Gmail SMTP (free).
-         * Uses Gmail's SMTP server with app password authentication.
-         */
-        private void sendEmailNotification(String title, String message, int priority) {
-            try {
-                java.util.Properties props = new java.util.Properties();
-                props.put("mail.smtp.auth", "true");
-                props.put("mail.smtp.starttls.enable", "true");
-                props.put("mail.smtp.host", "smtp.gmail.com");
-                props.put("mail.smtp.port", "587");
-                props.put("mail.smtp.ssl.trust", "smtp.gmail.com");
-
-                javax.mail.Session session = javax.mail.Session.getInstance(props,
-                        new javax.mail.Authenticator() {
-                            protected javax.mail.PasswordAuthentication getPasswordAuthentication() {
-                                return new javax.mail.PasswordAuthentication(smtpUsername, smtpPassword);
-                            }
-                        });
-
-                javax.mail.Message msg = new javax.mail.internet.MimeMessage(session);
-                msg.setFrom(new javax.mail.internet.InternetAddress(smtpUsername));
-                msg.setRecipients(javax.mail.Message.RecipientType.TO,
-                        javax.mail.internet.InternetAddress.parse(toEmail));
-                msg.setSubject("[Troostwijk] " + title);
-                msg.setText(message);
-                msg.setSentDate(new java.util.Date());
-
-                if (priority > 0) {
-                    msg.setHeader("X-Priority", "1");
-                    msg.setHeader("Importance", "High");
-                }
-
-                javax.mail.Transport.send(msg);
-                System.out.println("Email notification sent: " + title);
-
-            } catch (Exception e) {
-                System.err.println("Email notification failed: " + e.getMessage());
-            }
-        }
-    }
-
-    /**
-     * Service for performing object detection on images using OpenCV’s DNN
-     * module.  The DNN module can load pre‑trained models from several
-     * frameworks (Darknet, TensorFlow, ONNX, etc.)【784097309529506†L209-L233】.  Here
-     * we load a YOLO model (Darknet) by specifying the configuration and
-     * weights files.  For each image we run a forward pass and return a
-     * list of detected class labels.
-     */
-    static class ObjectDetectionService {
-        private final Net net;
-        private final List<String> classNames;
-        ObjectDetectionService(String cfgPath, String weightsPath, String classNamesPath) throws IOException {
-            // Load network
-            this.net = Dnn.readNetFromDarknet(cfgPath, weightsPath);
-            this.net.setPreferableBackend(DNN_BACKEND_OPENCV);
-            this.net.setPreferableTarget(DNN_TARGET_CPU);
-            // Load class names (one per line)
-            this.classNames = Files.readAllLines(Paths.get(classNamesPath));
-        }
-        /**
-         * Detects objects in the given image file and returns a list of
-         * human‑readable labels.  Only detections above a confidence
-         * threshold are returned.  For brevity this method omits drawing
-         * bounding boxes.  See the OpenCV DNN documentation for details on
-         * post‑processing【784097309529506†L324-L344】.
-         *
-         * @param imagePath absolute path to the image
-         * @return list of detected class names
-         */
-        List<String> detectObjects(String imagePath) {
-            List<String> labels = new ArrayList<>();
-            Mat image = Imgcodecs.imread(imagePath);
-            if (image.empty()) return labels;
-            // Create a 4D blob from the image
-            Mat blob = Dnn.blobFromImage(image, 1.0 / 255.0, new Size(416, 416), new Scalar(0, 0, 0), true, false);
-            net.setInput(blob);
-            List<Mat> outs = new ArrayList<>();
-            List<String> outNames = getOutputLayerNames(net);
-            net.forward(outs, outNames);
-            // Post‑process: for each detection compute score and choose class
-            float confThreshold = 0.5f;
-            for (Mat out : outs) {
-                for (int i = 0; i < out.rows(); i++) {
-                    double[] data = out.get(i, 0);
-                    if (data == null) continue;
-                    // The first 5 numbers are bounding box, then class scores
-                    double[] scores = new double[classNames.size()];
-                    System.arraycopy(data, 5, scores, 0, scores.length);
-                    int classId = argMax(scores);
-                    double confidence = scores[classId];
-                    if (confidence > confThreshold) {
-                        String label = classNames.get(classId);
-                        if (!labels.contains(label)) {
-                            labels.add(label);
-                        }
-                    }
-                }
-            }
-            return labels;
-        }
-        /**
-         * Returns the indexes of the output layers in the network.  YOLO
-         * automatically discovers its output layers; other models may require
-         * manually specifying them【784097309529506†L356-L365】.
-         */
-        private List<String> getOutputLayerNames(Net net) {
-            List<String> names = new ArrayList<>();
-            List<Integer> outLayers = net.getUnconnectedOutLayers().toList();
-            List<String> layersNames = net.getLayerNames();
-            for (Integer i : outLayers) {
-                names.add(layersNames.get(i - 1));
-            }
-            return names;
-        }
-        /**
-         * Returns the index of the maximum value in the array.
-         */
-        private int argMax(double[] array) {
-            int best = 0;
-            double max = array[0];
-            for (int i = 1; i < array.length; i++) {
-                if (array[i] > max) {
-                    max = array[i];
-                    best = i;
-                }
-            }
-            return best;
-        }
-    }
-}

src/main/resources/META-INF/resources/favicon.svg

@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100">
+  <rect width="100" height="100" fill="#2563eb" rx="15"/>
+  <path d="M25 40 L50 20 L75 40 L75 70 L25 70 Z" fill="#ffffff" stroke="#ffffff" stroke-width="2"/>
+  <circle cx="50" cy="45" r="8" fill="#2563eb"/>
+  <rect x="40" y="55" width="20" height="3" fill="#2563eb"/>
+  <text x="50" y="90" font-family="Arial" font-size="12" fill="#ffffff" text-anchor="middle" font-weight="bold">AUCTION</text>
+</svg>

src/main/resources/META-INF/resources/status.html

@@ -0,0 +1,224 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Scrape-UI 1 - Enterprise</title>
+    <script src="https://cdn.tailwindcss.com"></script>
+    <style>
+    .gradient-bg {
+       background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    }
+
+    .card-hover {
+       transition: all 0.3s ease;
+    }
+
+    .card-hover:hover {
+       transform: translateY(-5px);
+       box-shadow: 0 20px 25px -5px rgba(0, 0, 0, 0.1), 0 10px 10px -5px rgba(0, 0, 0, 0.04);
+    }
+    </style>
+</head>
+<body class="bg-gray-50 min-h-screen">
+<!-- Header -->
+<header class="gradient-bg text-white py-8">
+    <div class="container mx-auto px-4">
+        <h1 class="text-4xl font-bold mb-2">Scrape-UI Enterprise</h1>
+        <p class="text-xl opacity-90">Powered by Quarkus + Modern Frontend</p>
+    </div>
+</header>
+
+<!-- Main Content -->
+<main class="container mx-auto px-4 py-8">
+    <!-- API Status Card -->
+    <!-- API & Build Status Card -->
+    <div class="bg-white rounded-lg shadow-md p-6 mb-8 card-hover">
+        <h2 class="text-2xl font-bold mb-4 text-gray-800">Build & Runtime Status</h2>
+        <div id="api-status" class="space-y-4">
+            <div class="grid grid-cols-1 md:grid-cols-2 gap-4">
+                <!-- Build Information -->
+                <div class="bg-blue-50 p-4 rounded-lg">
+                    <h3 class="font-semibold text-blue-800 mb-2">📦 Maven Build</h3>
+                    <div class="space-y-2 text-sm">
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Group:</span>
+                            <span class="font-mono font-medium" id="build-group">-</span>
+                        </div>
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Artifact:</span>
+                            <span class="font-mono font-medium" id="build-artifact">-</span>
+                        </div>
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Version:</span>
+                            <span class="font-mono font-medium px-2 py-1 bg-blue-100 rounded" id="build-version">-</span>
+                        </div>
+                    </div>
+                </div>
+                
+                <!-- Runtime Information -->
+                <div class="bg-green-50 p-4 rounded-lg">
+                    <h3 class="font-semibold text-green-800 mb-2">🚀 Runtime</h3>
+                    <div class="space-y-2 text-sm">
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Status:</span>
+                            <span class="px-2 py-1 rounded-full text-xs font-semibold bg-green-100 text-green-800" id="runtime-status">-</span>
+                        </div>
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Java:</span>
+                            <span class="font-mono" id="java-version">-</span>
+                        </div>
+                        <div class="flex justify-between">
+                            <span class="text-gray-600">Platform:</span>
+                            <span class="font-mono" id="runtime-os">-</span>
+                        </div>
+                    </div>
+                </div>
+            </div>
+            
+            <!-- Timestamp & Additional Info -->
+            <div class="pt-4 border-t">
+                <div class="flex justify-between items-center">
+                    <div>
+                        <p class="text-sm text-gray-500">Last Updated</p>
+                        <p class="font-medium" id="last-updated">-</p>
+                    </div>
+                    <button onclick="fetchStatus()" class="bg-gray-100 hover:bg-gray-200 text-gray-700 px-4 py-2 rounded-lg text-sm transition-colors">
+                        🔄 Refresh
+                    </button>
+                </div>
+            </div>
+        </div>
+    </div>
+    
+    <!-- API Response Card -->
+    <div class="bg-white rounded-lg shadow-md p-6 card-hover">
+        <h2 class="text-2xl font-bold mb-4 text-gray-800">API Test</h2>
+        <button id="test-api" class="bg-blue-600 text-white px-6 py-2 rounded-lg hover:bg-blue-700 transition-colors mb-4">
+            Test Greeting API
+        </button>
+        <div id="api-response" class="bg-gray-100 p-4 rounded-lg">
+            <pre class="text-sm text-gray-700">Click the button to test the API</pre>
+        </div>
+    </div>
+    
+    <!-- Features Grid -->
+    <div class="grid grid-cols-1 md:grid-cols-3 gap-6 mt-8">
+        <div class="bg-white rounded-lg shadow-md p-6 card-hover">
+            <h3 class="text-xl font-semibold mb-2 text-gray-800">⚡ Quarkus Backend</h3>
+            <p class="text-gray-600">Fast startup, low memory footprint, optimized for containers</p>
+        </div>
+        <div class="bg-white rounded-lg shadow-md p-6 card-hover">
+            <h3 class="text-xl font-semibold mb-2 text-gray-800">🚀 REST API</h3>
+            <p class="text-gray-600">RESTful endpoints with JSON responses</p>
+        </div>
+        <div class="bg-white rounded-lg shadow-md p-6 card-hover">
+            <h3 class="text-xl font-semibold mb-2 text-gray-800">🎨 Modern UI</h3>
+            <p class="text-gray-600">Responsive design with Tailwind CSS</p>
+        </div>
+    </div>
+</main>
+
+<script>
+// Fetch API status on load
+async function fetchStatus() {
+	try {
+		const response = await fetch('/api/status')
+		if (!response.ok) {
+			throw new Error(`HTTP ${ response.status }: ${ response.statusText }`)
+		}
+		const data = await response.json()
+
+		// Update Build Information
+		document.getElementById('build-group').textContent = data.groupId || 'N/A'
+		document.getElementById('build-artifact').textContent = data.artifactId || data.name || 'N/A'
+		document.getElementById('build-version').textContent = data.version || 'N/A'
+
+		// Update Runtime Information
+		document.getElementById('runtime-status').textContent = data.status || 'unknown'
+		document.getElementById('java-version').textContent = data.javaVersion || System.getProperty?.('java.version') || 'N/A'
+		document.getElementById('runtime-os').textContent = data.os || 'N/A'
+
+		// Update Timestamp
+		const timestamp = data.timestamp ? new Date(data.timestamp).toLocaleString() : 'N/A'
+		document.getElementById('last-updated').textContent = timestamp
+
+		// Update status badge color based on status
+		const statusBadge = document.getElementById('runtime-status')
+		if (data.status?.toLowerCase() === 'running') {
+			statusBadge.className = 'px-2 py-1 rounded-full text-xs font-semibold bg-green-100 text-green-800'
+		} else {
+			statusBadge.className = 'px-2 py-1 rounded-full text-xs font-semibold bg-yellow-100 text-yellow-800'
+		}
+
+	} catch (error) {
+		console.error('Error fetching status:', error)
+		document.getElementById('api-status').innerHTML = `
+            <div class="bg-red-50 border-l-4 border-red-500 p-4">
+                <div class="flex">
+                    <div class="flex-shrink-0">
+                        <svg class="h-5 w-5 text-red-400" viewBox="0 0 20 20" fill="currentColor">
+                            <path fill-rule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zM8.707 7.293a1 1 0 00-1.414 1.414L8.586 10l-1.293 1.293a1 1 0 101.414 1.414L10 11.414l1.293 1.293a1 1 0 001.414-1.414L11.414 10l1.293-1.293a1 1 0 00-1.414-1.414L10 8.586 8.707 7.293z" clip-rule="evenodd" />
+                        </svg>
+                    </div>
+                    <div class="ml-3">
+                        <p class="text-sm text-red-700">Failed to load status: ${ error.message }</p>
+                        <button onclick="fetchStatus()" class="mt-2 text-sm text-red-700 hover:text-red-600 font-medium">
+                            Retry →
+                        </button>
+                    </div>
+                </div>
+            </div>
+        `
+	}
+}
+
+// Fetch API status on load
+async function fetchStatus3() {
+	try {
+		const response = await fetch('/api/status')
+		const data = await response.json()
+		document.getElementById('api-status').innerHTML = `
+                    <p><strong>Application:</strong> ${ data.application }</p>
+                    <p><strong>Status:</strong> <span class="text-green-600 font-semibold">${ data.status }</span></p>
+                    <p><strong>Version:</strong> ${ data.version }</p>
+                    <p><strong>Timestamp:</strong> ${ data.timestamp }</p>
+                `
+	} catch (error) {
+		document.getElementById('api-status').innerHTML = `
+                    <p class="text-red-600">Error loading status: ${ error.message }</p>
+                `
+	}
+}
+
+// Test greeting API
+document.getElementById('test-api').addEventListener('click', async () => {
+	try {
+		const response = await fetch('/api/hello')
+		const data = await response.json()
+		document.getElementById('api-response').innerHTML = `
+                    <pre class="text-sm text-gray-700">${ JSON.stringify(data, null, 2) }</pre>
+                `
+	} catch (error) {
+		document.getElementById('api-response').innerHTML = `
+                    <pre class="text-sm text-red-600">Error: ${ error.message }</pre>
+                `
+	}
+})
+// Auto-refresh every 30 seconds
+let refreshInterval = setInterval(fetchStatus, 30000);
+
+// Stop auto-refresh when page loses focus (optional)
+document.addEventListener('visibilitychange', function() {
+	if (document.hidden) {
+		clearInterval(refreshInterval);
+	} else {
+		refreshInterval = setInterval(fetchStatus, 30000);
+		fetchStatus(); // Refresh immediately when returning to tab
+	}
+});
+// Load status on page load
+fetchStatus()
+</script>
+</body>
+</html>

src/main/resources/application.properties

@@ -0,0 +1,75 @@
+# Application Configuration
+# Values will be injected from pom.xml during build
+quarkus.application.name=${project.artifactId}
+quarkus.application.version=${project.version}
+# Custom properties for groupId if needed
+application.groupId=${project.groupId}
+application.artifactId=${project.artifactId}
+application.version=${project.version}
+
+
+# HTTP Configuration
+quarkus.http.port=8081
+# ========== DEVELOPMENT (quarkus:dev) ==========
+%dev.quarkus.http.host=127.0.0.1
+# ========== PRODUCTION (Docker/JAR) ==========
+%prod.quarkus.http.host=0.0.0.0
+# ========== TEST PROFILE ==========
+%test.quarkus.http.host=localhost
+
+# Enable CORS for frontend development
+quarkus.http.cors=true
+quarkus.http.cors.origins=*
+quarkus.http.cors.methods=GET,POST,PUT,DELETE,OPTIONS
+quarkus.http.cors.headers=accept,authorization,content-type,x-requested-with
+
+# Logging Configuration
+quarkus.log.console.format=%d{HH:mm:ss} %-5p [%c{2.}] (%t) %s%e%n
+quarkus.log.console.level=INFO
+
+# Development mode settings
+%dev.quarkus.log.console.level=DEBUG
+%dev.quarkus.live-reload.instrumentation=true
+
+# JVM Arguments for native access (Jansi, OpenCV, etc.)
+quarkus.native.additional-build-args=--enable-native-access=ALL-UNNAMED
+
+# Production optimizations
+%prod.quarkus.package.type=fast-jar
+%prod.quarkus.http.enable-compression=true
+
+# Static resources
+quarkus.http.enable-compression=true
+quarkus.rest.path=/
+quarkus.http.root-path=/
+
+# Auction Monitor Configuration
+auction.database.path=/mnt/okcomputer/output/cache.db
+auction.images.path=/mnt/okcomputer/output/images
+# auction.notification.config=desktop
+# Format: smtp:username:password:recipient_email
+auction.notification.config=smtp:michael.bakker1986@gmail.com:agrepolhlnvhipkv:michael.bakker1986@gmail.com
+
+auction.yolo.config=/mnt/okcomputer/output/models/yolov4.cfg
+auction.yolo.weights=/mnt/okcomputer/output/models/yolov4.weights
+auction.yolo.classes=/mnt/okcomputer/output/models/coco.names
+
+# Scheduler Configuration
+quarkus.scheduler.enabled=true
+quarkus.scheduler.start-halted=false
+
+# Workflow Schedules
+auction.workflow.scraper-import.cron=0 */30 * * * ?
+auction.workflow.image-processing.cron=0 0 * * * ?
+auction.workflow.bid-monitoring.cron=0 */15 * * * ?
+auction.workflow.closing-alerts.cron=0 */5 * * * ?
+
+# HTTP Rate Limiting Configuration
+# Prevents overloading external services and getting blocked
+auction.http.rate-limit.default-max-rps=2
+auction.http.rate-limit.troostwijk-max-rps=1
+auction.http.timeout-seconds=30
+
+# Health Check Configuration
+quarkus.smallrye-health.root-path=/health
+

src/main/resources/simplelogger.properties

@@ -0,0 +1,20 @@
+# SLF4J Simple Logger Configuration
+# Set default log level (trace, debug, info, warn, error, off)
+org.slf4j.simpleLogger.defaultLogLevel=warn
+
+# Show date/time in logs
+org.slf4j.simpleLogger.showDateTime=true
+org.slf4j.simpleLogger.dateTimeFormat=yyyy-MM-dd HH:mm:ss
+
+# Show thread name
+org.slf4j.simpleLogger.showThreadName=false
+
+# Show log name (logger name)
+org.slf4j.simpleLogger.showLogName=false
+
+# Show short log name
+org.slf4j.simpleLogger.showShortLogName=true
+
+# Set specific logger levels
+org.slf4j.simpleLogger.log.com.microsoft.playwright=warn
+org.slf4j.simpleLogger.log.org.sqlite=warn

src/test/java/auctiora/ClosingTimeCalculationTest.java

@@ -0,0 +1,138 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+
+import java.time.LocalDateTime;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Tests for closing time calculations that power the UI
+ * Tests the minutesUntilClose() logic used in dashboard and alerts
+ */
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+@DisplayName("Closing Time Calculation Tests")
+class ClosingTimeCalculationTest {
+
+    @Test
+    @Order(1)
+    @DisplayName("Should calculate minutes until close for lot closing in 15 minutes")
+    void testMinutesUntilClose15Minutes() {
+        var lot = createLot(LocalDateTime.now().plusMinutes(15));
+        long minutes = lot.minutesUntilClose();
+
+        assertTrue(minutes >= 14 && minutes <= 16,
+            "Should be approximately 15 minutes, was: " + minutes);
+    }
+
+    @Test
+    @Order(2)
+    @DisplayName("Should calculate minutes until close for lot closing in 2 hours")
+    void testMinutesUntilClose2Hours() {
+        var lot = createLot(LocalDateTime.now().plusHours(2));
+        long minutes = lot.minutesUntilClose();
+
+        assertTrue(minutes >= 119 && minutes <= 121,
+            "Should be approximately 120 minutes, was: " + minutes);
+    }
+
+    @Test
+    @Order(3)
+    @DisplayName("Should return negative value for already closed lot")
+    void testMinutesUntilCloseNegative() {
+        var lot = createLot(LocalDateTime.now().minusHours(1));
+        long minutes = lot.minutesUntilClose();
+
+        assertTrue(minutes < 0,
+            "Should be negative for closed lots, was: " + minutes);
+    }
+
+    @Test
+    @Order(4)
+    @DisplayName("Should return MAX_VALUE when lot has no closing time")
+    void testMinutesUntilCloseNoTime() {
+        var lot = Lot.basic(100, 1001, "No closing time", "", "", "", 0, "General",
+                100.0, "EUR", "http://test.com/1001", null, false);
+        long minutes = lot.minutesUntilClose();
+
+        assertEquals(Long.MAX_VALUE, minutes,
+            "Should return MAX_VALUE when no closing time set");
+    }
+
+    @Test
+    @Order(5)
+    @DisplayName("Should identify lots closing within 5 minutes (critical threshold)")
+    void testCriticalClosingThreshold() {
+        var closing4Min = createLot(LocalDateTime.now().plusMinutes(4));
+        var closing5Min = createLot(LocalDateTime.now().plusMinutes(5));
+        var closing6Min = createLot(LocalDateTime.now().plusMinutes(6));
+
+        assertTrue(closing4Min.minutesUntilClose() < 5,
+            "Lot closing in 4 min should be < 5 minutes");
+        assertTrue(closing5Min.minutesUntilClose() >= 5,
+            "Lot closing in 5 min should be >= 5 minutes");
+        assertTrue(closing6Min.minutesUntilClose() > 5,
+            "Lot closing in 6 min should be > 5 minutes");
+    }
+
+    @Test
+    @Order(6)
+    @DisplayName("Should identify lots closing within 30 minutes (dashboard threshold)")
+    void testDashboardClosingThreshold() {
+        var closing20Min = createLot(LocalDateTime.now().plusMinutes(20));
+        var closing31Min = createLot(LocalDateTime.now().plusMinutes(31)); // Use 31 to avoid boundary timing issue
+        var closing40Min = createLot(LocalDateTime.now().plusMinutes(40));
+
+        assertTrue(closing20Min.minutesUntilClose() < 30,
+            "Lot closing in 20 min should be < 30 minutes");
+        assertTrue(closing31Min.minutesUntilClose() >= 30,
+            "Lot closing in 31 min should be >= 30 minutes");
+        assertTrue(closing40Min.minutesUntilClose() > 30,
+            "Lot closing in 40 min should be > 30 minutes");
+    }
+
+    @Test
+    @Order(7)
+    @DisplayName("Should calculate correctly for lots closing soon (boundary cases)")
+    void testBoundaryCases() {
+        // Just closed (< 1 minute ago)
+        var justClosed = createLot(LocalDateTime.now().minusSeconds(30));
+        assertTrue(justClosed.minutesUntilClose() <= 0, "Just closed should be <= 0");
+
+        // Closing very soon (< 1 minute)
+        var closingVerySoon = createLot(LocalDateTime.now().plusSeconds(30));
+        assertTrue(closingVerySoon.minutesUntilClose() < 1, "Closing in 30 sec should be < 1 minute");
+
+        // Closing in exactly 1 hour
+        var closing1Hour = createLot(LocalDateTime.now().plusHours(1));
+        long minutes1Hour = closing1Hour.minutesUntilClose();
+        assertTrue(minutes1Hour >= 59 && minutes1Hour <= 61,
+            "Closing in 1 hour should be ~60 minutes, was: " + minutes1Hour);
+    }
+
+    @Test
+    @Order(8)
+    @DisplayName("Multiple lots should sort correctly by urgency")
+    void testSortingByUrgency() {
+        var lot5Min = createLot(LocalDateTime.now().plusMinutes(5));
+        var lot30Min = createLot(LocalDateTime.now().plusMinutes(30));
+        var lot1Hour = createLot(LocalDateTime.now().plusHours(1));
+        var lot3Hours = createLot(LocalDateTime.now().plusHours(3));
+
+        var lots = java.util.List.of(lot3Hours, lot30Min, lot5Min, lot1Hour);
+        var sorted = lots.stream()
+                .sorted((a, b) -> Long.compare(a.minutesUntilClose(), b.minutesUntilClose()))
+                .toList();
+
+        assertEquals(lot5Min, sorted.get(0), "Most urgent should be first");
+        assertEquals(lot30Min, sorted.get(1), "Second most urgent");
+        assertEquals(lot1Hour, sorted.get(2), "Third most urgent");
+        assertEquals(lot3Hours, sorted.get(3), "Least urgent should be last");
+    }
+
+    // Helper method
+    private Lot createLot(LocalDateTime closingTime) {
+        return Lot.basic(100, 1001, "Test Item", "", "", "", 0, "General",
+                100.0, "EUR", "http://test.com/1001", closingTime, false);
+    }
+}

src/test/java/auctiora/DatabaseServiceTest.java

@@ -0,0 +1,390 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+import java.sql.SQLException;
+import java.time.LocalDateTime;
+import java.util.List;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Test cases for DatabaseService.
+ * Tests database operations including schema creation, CRUD operations, and data retrieval.
+ */
+@TestInstance(TestInstance.Lifecycle.PER_CLASS)
+class DatabaseServiceTest {
+
+    private DatabaseService db;
+    private String testDbPath;
+
+    @BeforeAll
+    void setUp() throws SQLException {
+        // Load SQLite JDBC driver
+        try {
+            Class.forName("org.sqlite.JDBC");
+        } catch (ClassNotFoundException e) {
+            throw new SQLException("SQLite JDBC driver not found", e);
+        }
+
+        testDbPath = "test_database_" + System.currentTimeMillis() + ".db";
+        db = new DatabaseService(testDbPath);
+        db.ensureSchema();
+    }
+
+    @AfterAll
+    void tearDown() throws Exception {
+        // Clean up test database
+        Files.deleteIfExists(Paths.get(testDbPath));
+    }
+
+    @Test
+    @DisplayName("Should create database schema successfully")
+    void testEnsureSchema() {
+        assertDoesNotThrow(() -> db.ensureSchema());
+    }
+
+    @Test
+    @DisplayName("Should insert and retrieve auction")
+    void testUpsertAndGetAuction() throws SQLException {
+        var auction = new AuctionInfo(
+            12345,
+            "Test Auction",
+            "Amsterdam, NL",
+            "Amsterdam",
+            "NL",
+            "https://example.com/auction/12345",
+            "A7",
+            50,
+            LocalDateTime.of(2025, 12, 15, 14, 30)
+        );
+
+        db.upsertAuction(auction);
+
+        var auctions = db.getAllAuctions();
+        assertFalse(auctions.isEmpty());
+
+        var retrieved = auctions.stream()
+            .filter(a -> a.auctionId() == 12345)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertEquals("Test Auction", retrieved.title());
+        assertEquals("Amsterdam", retrieved.city());
+        assertEquals("NL", retrieved.country());
+        assertEquals(50, retrieved.lotCount());
+    }
+
+    @Test
+    @DisplayName("Should update existing auction on conflict")
+    void testUpsertAuctionUpdate() throws SQLException {
+        var auction1 = new AuctionInfo(
+            99999,
+            "Original Title",
+            "Rotterdam, NL",
+            "Rotterdam",
+            "NL",
+            "https://example.com/auction/99999",
+            "A1",
+            10,
+            null
+        );
+
+        db.upsertAuction(auction1);
+
+        // Update with same ID
+        var auction2 = new AuctionInfo(
+            99999,
+            "Updated Title",
+            "Rotterdam, NL",
+            "Rotterdam",
+            "NL",
+            "https://example.com/auction/99999",
+            "A1",
+            20,
+            null
+        );
+
+        db.upsertAuction(auction2);
+
+        var auctions = db.getAllAuctions();
+        var retrieved = auctions.stream()
+            .filter(a -> a.auctionId() == 99999)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertEquals("Updated Title", retrieved.title());
+        assertEquals(20, retrieved.lotCount());
+    }
+
+    @Test
+    @DisplayName("Should retrieve auctions by country code")
+    void testGetAuctionsByCountry() throws SQLException {
+        // Insert auctions from different countries
+        db.upsertAuction(new AuctionInfo(
+            10001, "Dutch Auction", "Amsterdam, NL", "Amsterdam", "NL",
+            "https://example.com/10001", "A1", 10, null
+        ));
+
+        db.upsertAuction(new AuctionInfo(
+            10002, "Romanian Auction", "Cluj, RO", "Cluj", "RO",
+            "https://example.com/10002", "A2", 15, null
+        ));
+
+        db.upsertAuction(new AuctionInfo(
+            10003, "Another Dutch", "Utrecht, NL", "Utrecht", "NL",
+            "https://example.com/10003", "A3", 20, null
+        ));
+
+        var nlAuctions = db.getAuctionsByCountry("NL");
+        assertEquals(2, nlAuctions.stream().filter(a -> a.auctionId() >= 10001 && a.auctionId() <= 10003).count());
+
+        var roAuctions = db.getAuctionsByCountry("RO");
+        assertEquals(1, roAuctions.stream().filter(a -> a.auctionId() == 10002).count());
+    }
+
+    @Test
+    @DisplayName("Should insert and retrieve lot")
+    void testUpsertAndGetLot() throws SQLException {
+        var lot = Lot.basic(
+            12345,  // saleId
+            67890,  // lotId
+            "Forklift",
+            "Electric forklift in good condition",
+            "Toyota",
+            "Electric",
+            2018,
+            "Machinery",
+            1500.00,
+            "EUR",
+            "https://example.com/lot/67890",
+            LocalDateTime.of(2025, 12, 20, 16, 0),
+            false
+        );
+
+        db.upsertLot(lot);
+
+        var lots = db.getAllLots();
+        assertFalse(lots.isEmpty());
+
+        var retrieved = lots.stream()
+            .filter(l -> l.lotId() == 67890)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertEquals("Forklift", retrieved.title());
+        assertEquals("Toyota", retrieved.manufacturer());
+        assertEquals(2018, retrieved.year());
+        assertEquals(1500.00, retrieved.currentBid(), 0.01);
+        assertFalse(retrieved.closingNotified());
+    }
+
+    @Test
+    @DisplayName("Should update lot current bid")
+    void testUpdateLotCurrentBid() throws SQLException {
+        var lot = Lot.basic(
+            11111, 22222, "Test Item", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/22222", null, false
+        );
+
+        db.upsertLot(lot);
+
+        // Update bid
+        var updatedLot = Lot.basic(
+            11111, 22222, "Test Item", "Description", "", "", 0, "Category",
+            250.00, "EUR", "https://example.com/lot/22222", null, false
+        );
+
+        db.updateLotCurrentBid(updatedLot);
+
+        var lots = db.getAllLots();
+        var retrieved = lots.stream()
+            .filter(l -> l.lotId() == 22222)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertEquals(250.00, retrieved.currentBid(), 0.01);
+    }
+
+    @Test
+    @DisplayName("Should update lot notification flags")
+    void testUpdateLotNotificationFlags() throws SQLException {
+        var lot = Lot.basic(
+            33333, 44444, "Test Item", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/44444", null, false
+        );
+
+        db.upsertLot(lot);
+
+        // Update notification flag
+        var updatedLot = Lot.basic(
+            33333, 44444, "Test Item", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/44444", null, true
+        );
+
+        db.updateLotNotificationFlags(updatedLot);
+
+        var lots = db.getAllLots();
+        var retrieved = lots.stream()
+            .filter(l -> l.lotId() == 44444)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertTrue(retrieved.closingNotified());
+    }
+
+    @Test
+    @DisplayName("Should insert and retrieve image records")
+    void testInsertAndGetImages() throws SQLException {
+        // First create a lot
+        var lot = Lot.basic(
+            55555, 66666, "Test Lot", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/66666", null, false
+        );
+        db.upsertLot(lot);
+
+        // Insert images
+        db.insertImage(66666, "https://example.com/img1.jpg",
+            "C:/images/66666/img1.jpg", List.of("car", "vehicle"));
+
+        db.insertImage(66666, "https://example.com/img2.jpg",
+            "C:/images/66666/img2.jpg", List.of("truck"));
+
+        var images = db.getImagesForLot(66666);
+        assertEquals(2, images.size());
+
+        var img1 = images.stream()
+            .filter(i -> i.url().contains("img1.jpg"))
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(img1);
+        assertEquals("car,vehicle", img1.labels());
+    }
+
+    @Test
+    @DisplayName("Should count total images")
+    void testGetImageCount() throws SQLException {
+        int initialCount = db.getImageCount();
+
+        // Add a lot and image
+        var lot = Lot.basic(
+            77777, 88888, "Test Lot", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/88888", null, false
+        );
+        db.upsertLot(lot);
+
+        db.insertImage(88888, "https://example.com/test.jpg",
+            "C:/images/88888/test.jpg", List.of("object"));
+
+        int newCount = db.getImageCount();
+        assertTrue(newCount > initialCount);
+    }
+
+    @Test
+    @DisplayName("Should handle empty database gracefully")
+    void testEmptyDatabase() throws SQLException, IOException {
+        DatabaseService emptyDb = new DatabaseService("empty_test_" + System.currentTimeMillis() + ".db");
+        emptyDb.ensureSchema();
+
+        var auctions = emptyDb.getAllAuctions();
+        var lots = emptyDb.getAllLots();
+        int imageCount = emptyDb.getImageCount();
+
+        assertNotNull(auctions);
+        assertNotNull(lots);
+        assertTrue(auctions.isEmpty());
+        assertTrue(lots.isEmpty());
+        assertEquals(0, imageCount);
+
+        // Clean up
+        Files.deleteIfExists(Paths.get("empty_test_" + System.currentTimeMillis() + ".db"));
+    }
+
+    @Test
+    @DisplayName("Should handle lots with null closing time")
+    void testLotWithNullClosingTime() throws SQLException {
+        var lot = Lot.basic(
+            98765, 12340, "Test Item", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/12340", null, false
+        );
+
+        assertDoesNotThrow(() -> db.upsertLot(lot));
+
+        var retrieved = db.getAllLots().stream()
+            .filter(l -> l.lotId() == 12340)
+            .findFirst()
+            .orElse(null);
+
+        assertNotNull(retrieved);
+        assertNull(retrieved.closingTime());
+    }
+
+    @Test
+    @DisplayName("Should retrieve active lots only")
+    void testGetActiveLots() throws SQLException {
+        var activeLot = Lot.basic(
+            11111, 55551, "Active Lot", "Description", "", "", 0, "Category",
+            100.00, "EUR", "https://example.com/lot/55551",
+            LocalDateTime.now().plusDays(1), false
+        );
+
+        db.upsertLot(activeLot);
+
+        var activeLots = db.getActiveLots();
+        assertFalse(activeLots.isEmpty());
+
+        var found = activeLots.stream()
+            .anyMatch(l -> l.lotId() == 55551);
+        assertTrue(found);
+    }
+
+    @Test
+    @DisplayName("Should handle concurrent upserts")
+    void testConcurrentUpserts() throws InterruptedException, SQLException {
+        Thread t1 = new Thread(() -> {
+            try {
+                for (int i = 0; i < 10; i++) {
+                    db.upsertLot(Lot.basic(
+                        99000 + i, 99100 + i, "Concurrent " + i, "Desc", "", "", 0, "Cat",
+                        100.0, "EUR", "https://example.com/" + i, null, false
+                    ));
+                }
+            } catch (Exception e) {
+                fail("Thread 1 failed: " + e.getMessage());
+            }
+        });
+
+        Thread t2 = new Thread(() -> {
+            try {
+                for (int i = 10; i < 20; i++) {
+                    db.upsertLot(Lot.basic(
+                        99000 + i, 99100 + i, "Concurrent " + i, "Desc", "", "", 0, "Cat",
+                        200.0, "EUR", "https://example.com/" + i, null, false
+                    ));
+                }
+            } catch (Exception e) {
+                fail("Thread 2 failed: " + e.getMessage());
+            }
+        });
+
+        t1.start();
+        t2.start();
+        t1.join();
+        t2.join();
+
+        var lots = db.getAllLots();
+        long concurrentLots = lots.stream()
+            .filter(l -> l.lotId() >= 99100 && l.lotId() < 99120)
+            .count();
+
+        assertTrue(concurrentLots >= 20);
+    }
+}

src/test/java/auctiora/ImageProcessingServiceTest.java

@@ -0,0 +1,186 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+
+import java.sql.SQLException;
+import java.util.List;
+
+import static org.junit.jupiter.api.Assertions.*;
+import static org.mockito.Mockito.*;
+
+/**
+ * Test cases for ImageProcessingService.
+ * Tests object detection integration and database label updates.
+ *
+ * NOTE: Image downloading is now handled by the scraper, so these tests
+ * focus only on object detection and label storage.
+ */
+class ImageProcessingServiceTest {
+
+    private DatabaseService mockDb;
+    private ObjectDetectionService mockDetector;
+    private ImageProcessingService service;
+    private java.io.File testImage;
+
+    @BeforeEach
+    void setUp() throws Exception {
+        mockDb = mock(DatabaseService.class);
+        mockDetector = mock(ObjectDetectionService.class);
+        service = new ImageProcessingService(mockDb, mockDetector);
+
+        // Create a temporary test image file
+        testImage = java.io.File.createTempFile("test_image_", ".jpg");
+        testImage.deleteOnExit();
+        // Write minimal JPEG header to make it a valid file
+        try (var out = new java.io.FileOutputStream(testImage)) {
+            out.write(new byte[]{(byte)0xFF, (byte)0xD8, (byte)0xFF, (byte)0xE0});
+        }
+    }
+
+    @Test
+    @DisplayName("Should process single image and update labels")
+    void testProcessImage() throws SQLException {
+        // Normalize path (convert backslashes to forward slashes)
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        // Mock object detection with normalized path
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenReturn(List.of("car", "vehicle"));
+
+        // Process image
+        boolean result = service.processImage(1, testImage.getAbsolutePath(), 12345);
+
+        // Verify success
+        assertTrue(result);
+        verify(mockDetector).detectObjects(normalizedPath);
+        verify(mockDb).updateImageLabels(1, List.of("car", "vehicle"));
+    }
+
+    @Test
+    @DisplayName("Should handle empty detection results")
+    void testProcessImageWithNoDetections() throws SQLException {
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenReturn(List.of());
+
+        boolean result = service.processImage(2, testImage.getAbsolutePath(), 12346);
+
+        assertTrue(result);
+        verify(mockDb).updateImageLabels(2, List.of());
+    }
+
+    @Test
+    @DisplayName("Should handle database error gracefully")
+    void testProcessImageDatabaseError() {
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenReturn(List.of("object"));
+
+        doThrow(new RuntimeException("Database error"))
+            .when(mockDb).updateImageLabels(anyInt(), anyList());
+
+        // Should return false on error
+        boolean result = service.processImage(3, testImage.getAbsolutePath(), 12347);
+        assertFalse(result);
+    }
+
+    @Test
+    @DisplayName("Should handle object detection error gracefully")
+    void testProcessImageDetectionError() {
+        when(mockDetector.detectObjects(anyString()))
+            .thenThrow(new RuntimeException("Detection failed"));
+
+        // Should return false on error
+        boolean result = service.processImage(4, "/path/to/image4.jpg", 12348);
+        assertFalse(result);
+    }
+
+    @Test
+    @DisplayName("Should process pending images batch")
+    void testProcessPendingImages() throws SQLException {
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        // Mock pending images from database - use real test image path
+        when(mockDb.getImagesNeedingDetection()).thenReturn(List.of(
+            new DatabaseService.ImageDetectionRecord(1, 100L, testImage.getAbsolutePath()),
+            new DatabaseService.ImageDetectionRecord(2, 101L, testImage.getAbsolutePath())
+        ));
+
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenReturn(List.of("item1"))
+            .thenReturn(List.of("item2"));
+
+        when(mockDb.getImageLabels(anyInt()))
+            .thenReturn(List.of("item1"))
+            .thenReturn(List.of("item2"));
+
+        // Process batch
+        service.processPendingImages();
+
+        // Verify all images were processed
+        verify(mockDb).getImagesNeedingDetection();
+        verify(mockDetector, times(2)).detectObjects(normalizedPath);
+        verify(mockDb, times(2)).updateImageLabels(anyInt(), anyList());
+    }
+
+    @Test
+    @DisplayName("Should handle empty pending images list")
+    void testProcessPendingImagesEmpty() throws SQLException {
+        when(mockDb.getImagesNeedingDetection()).thenReturn(List.of());
+
+        service.processPendingImages();
+
+        verify(mockDb).getImagesNeedingDetection();
+        verify(mockDetector, never()).detectObjects(anyString());
+    }
+
+    @Test
+    @DisplayName("Should continue processing after single image failure")
+    void testProcessPendingImagesWithFailure() throws SQLException {
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        when(mockDb.getImagesNeedingDetection()).thenReturn(List.of(
+            new DatabaseService.ImageDetectionRecord(1, 100L, testImage.getAbsolutePath()),
+            new DatabaseService.ImageDetectionRecord(2, 101L, testImage.getAbsolutePath())
+        ));
+
+        // First image fails, second succeeds
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenThrow(new RuntimeException("Detection error"))
+            .thenReturn(List.of("item"));
+
+        when(mockDb.getImageLabels(2))
+            .thenReturn(List.of("item"));
+
+        service.processPendingImages();
+
+        // Verify second image was still processed
+        verify(mockDetector, times(2)).detectObjects(normalizedPath);
+    }
+
+    @Test
+    @DisplayName("Should handle database query error in batch processing")
+    void testProcessPendingImagesDatabaseError() {
+        when(mockDb.getImagesNeedingDetection())
+            .thenThrow(new RuntimeException("Database connection failed"));
+
+        // Should not throw exception
+        assertDoesNotThrow(() -> service.processPendingImages());
+    }
+
+    @Test
+    @DisplayName("Should process images with multiple detected objects")
+    void testProcessImageMultipleDetections() throws SQLException {
+        String normalizedPath = testImage.getAbsolutePath().replace('\\', '/');
+
+        when(mockDetector.detectObjects(normalizedPath))
+            .thenReturn(List.of("car", "truck", "vehicle", "road"));
+
+        boolean result = service.processImage(5, testImage.getAbsolutePath(), 12349);
+
+        assertTrue(result);
+        verify(mockDb).updateImageLabels(5, List.of("car", "truck", "vehicle", "road"));
+    }
+}

src/test/java/auctiora/IntegrationTest.java

@@ -0,0 +1,461 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+import java.sql.SQLException;
+import java.time.LocalDateTime;
+import java.util.List;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Integration test for complete workflow.
+ * Tests end-to-end scenarios including:
+ * 1. Scraper data import
+ * 2. Data transformation
+ * 3. Image processing
+ * 4. Object detection
+ * 5. Bid monitoring
+ * 6. Notifications
+ */
+@TestInstance(TestInstance.Lifecycle.PER_CLASS)
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+class IntegrationTest {
+
+    private String testDbPath;
+    private DatabaseService db;
+    private NotificationService notifier;
+    private ObjectDetectionService detector;
+    private ImageProcessingService imageProcessor;
+    private TroostwijkMonitor monitor;
+
+    @BeforeAll
+    void setUp() throws SQLException, IOException {
+        testDbPath = "test_integration_" + System.currentTimeMillis() + ".db";
+
+        // Initialize all services
+        db = new DatabaseService(testDbPath);
+        db.ensureSchema();
+
+        notifier = new NotificationService("desktop");
+
+        detector = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+       
+        imageProcessor = new ImageProcessingService(db, detector);
+
+        monitor = new TroostwijkMonitor(
+            testDbPath,
+            "desktop",
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+    }
+
+    @AfterAll
+    void tearDown() throws Exception {
+        Files.deleteIfExists(Paths.get(testDbPath));
+    }
+
+    @Test
+    @Order(1)
+    @DisplayName("Integration: Complete scraper data import workflow")
+    void testCompleteScraperImportWorkflow() throws SQLException {
+        // Step 1: Import auction from scraper format
+        var auction = new AuctionInfo(
+            12345,
+            "Industrial Equipment Auction",
+            "Rotterdam, NL",
+            "Rotterdam",
+            "NL",
+            "https://example.com/auction/12345",
+            "A7",
+            25,
+            LocalDateTime.now().plusDays(3)
+        );
+
+        db.upsertAuction(auction);
+
+        // Step 2: Import lots for this auction
+        var lot1 = Lot.basic(
+            12345, 10001,
+            "Toyota Forklift 2.5T",
+            "Electric forklift in excellent condition",
+            "Toyota",
+            "Electric",
+            2018,
+            "Machinery",
+            1500.00,
+            "EUR",
+            "https://example.com/lot/10001",
+            LocalDateTime.now().plusDays(3),
+            false
+        );
+
+        var lot2 = Lot.basic(
+            12345, 10002,
+            "Office Furniture Set",
+            "Desks, chairs, and cabinets",
+            "",
+            "",
+            0,
+            "Furniture",
+            500.00,
+            "EUR",
+            "https://example.com/lot/10002",
+            LocalDateTime.now().plusDays(3),
+            false
+        );
+
+        db.upsertLot(lot1);
+        db.upsertLot(lot2);
+
+        // Verify import
+        var auctions = db.getAllAuctions();
+        var lots = db.getAllLots();
+
+        assertTrue(auctions.stream().anyMatch(a -> a.auctionId() == 12345));
+        assertEquals(2, lots.stream().filter(l -> l.saleId() == 12345).count());
+    }
+
+    @Test
+    @Order(2)
+    @DisplayName("Integration: Image processing and detection workflow")
+    void testImageProcessingWorkflow() throws SQLException {
+        // Add images for a lot
+        db.insertImage(10001, "https://example.com/img1.jpg",
+            "C:/images/10001/img1.jpg", List.of("truck", "vehicle"));
+
+        db.insertImage(10001, "https://example.com/img2.jpg",
+            "C:/images/10001/img2.jpg", List.of("forklift", "machinery"));
+
+        // Verify images were saved
+        var images = db.getImagesForLot(10001);
+        assertEquals(2, images.size());
+
+        var labels = images.stream()
+            .flatMap(img -> List.of(img.labels().split(",")).stream())
+            .distinct()
+            .toList();
+
+        assertTrue(labels.contains("truck") || labels.contains("forklift"));
+    }
+
+    @Test
+    @Order(3)
+    @DisplayName("Integration: Bid monitoring and notification workflow")
+    void testBidMonitoringWorkflow() throws SQLException {
+        // Simulate bid change
+        var lot = db.getAllLots().stream()
+            .filter(l -> l.lotId() == 10001)
+            .findFirst()
+            .orElseThrow();
+
+        // Update bid
+        var updatedLot = Lot.basic(
+            lot.saleId(), lot.lotId(), lot.title(), lot.description(),
+            lot.manufacturer(), lot.type(), lot.year(), lot.category(),
+            2000.00, // Increased from 1500.00
+            lot.currency(), lot.url(), lot.closingTime(), lot.closingNotified()
+        );
+
+        db.updateLotCurrentBid(updatedLot);
+
+        // Send notification
+       var message = String.format("Nieuw bod op kavel %d: €%.2f (was €%.2f)",
+                                   lot.lotId(), 2000.00, 1500.00);
+
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(message, "Kavel bieding update", 0)
+        );
+
+        // Verify bid was updated
+        var refreshed = db.getAllLots().stream()
+            .filter(l -> l.lotId() == 10001)
+            .findFirst()
+            .orElseThrow();
+
+        assertEquals(2000.00, refreshed.currentBid(), 0.01);
+    }
+
+    @Test
+    @Order(4)
+    @DisplayName("Integration: Closing alert workflow")
+    void testClosingAlertWorkflow() throws SQLException {
+        // Create lot closing soon
+        var closingSoon = Lot.basic(
+            12345, 20001,
+            "Closing Soon Item",
+            "Description",
+            "",
+            "",
+            0,
+            "Category",
+            750.00,
+            "EUR",
+            "https://example.com/lot/20001",
+            LocalDateTime.now().plusMinutes(4),
+            false
+        );
+
+        db.upsertLot(closingSoon);
+
+        // Check if lot is closing soon
+        assertTrue(closingSoon.minutesUntilClose() < 5);
+
+        // Send high-priority notification
+       var message = "Kavel " + closingSoon.lotId() + " sluit binnen 5 min.";
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(message, "Lot nearing closure", 1)
+        );
+
+        // Mark as notified
+        var notified = Lot.basic(
+            closingSoon.saleId(), closingSoon.lotId(), closingSoon.title(),
+            closingSoon.description(), closingSoon.manufacturer(), closingSoon.type(),
+            closingSoon.year(), closingSoon.category(), closingSoon.currentBid(),
+            closingSoon.currency(), closingSoon.url(), closingSoon.closingTime(),
+            true
+        );
+
+        db.updateLotNotificationFlags(notified);
+
+        // Verify notification flag
+        var updated = db.getAllLots().stream()
+            .filter(l -> l.lotId() == 20001)
+            .findFirst()
+            .orElseThrow();
+
+        assertTrue(updated.closingNotified());
+    }
+
+    @Test
+    @Order(5)
+    @DisplayName("Integration: Multi-country auction filtering")
+    void testMultiCountryFiltering() throws SQLException {
+        // Add auctions from different countries
+        db.upsertAuction(new AuctionInfo(
+            30001, "Dutch Auction", "Amsterdam, NL", "Amsterdam", "NL",
+            "https://example.com/30001", "A1", 10, null
+        ));
+
+        db.upsertAuction(new AuctionInfo(
+            30002, "Romanian Auction", "Cluj, RO", "Cluj", "RO",
+            "https://example.com/30002", "A2", 15, null
+        ));
+
+        db.upsertAuction(new AuctionInfo(
+            30003, "Belgian Auction", "Brussels, BE", "Brussels", "BE",
+            "https://example.com/30003", "A3", 20, null
+        ));
+
+        // Filter by country
+        var nlAuctions = db.getAuctionsByCountry("NL");
+        var roAuctions = db.getAuctionsByCountry("RO");
+        var beAuctions = db.getAuctionsByCountry("BE");
+
+        assertTrue(nlAuctions.stream().anyMatch(a -> a.auctionId() == 30001));
+        assertTrue(roAuctions.stream().anyMatch(a -> a.auctionId() == 30002));
+        assertTrue(beAuctions.stream().anyMatch(a -> a.auctionId() == 30003));
+    }
+
+    @Test
+    @Order(6)
+    @DisplayName("Integration: Complete monitoring cycle")
+    void testCompleteMonitoringCycle() throws SQLException {
+        // Monitor should handle all lots
+        monitor.printDatabaseStats();
+
+        var activeLots = db.getActiveLots();
+        assertFalse(activeLots.isEmpty());
+
+        // Process pending images
+        assertDoesNotThrow(() -> monitor.processPendingImages());
+
+        // Verify database integrity
+       var imageCount = db.getImageCount();
+        assertTrue(imageCount >= 0);
+    }
+
+    @Test
+    @Order(7)
+    @DisplayName("Integration: Data consistency across services")
+    void testDataConsistency() throws SQLException {
+        // Verify all auctions have valid data
+        var auctions = db.getAllAuctions();
+        for (var auction : auctions) {
+            assertNotNull(auction.auctionId());
+            assertNotNull(auction.title());
+            assertNotNull(auction.url());
+        }
+
+        // Verify all lots have valid data
+        var lots = db.getAllLots();
+        for (var lot : lots) {
+            assertNotNull(lot.lotId());
+            assertNotNull(lot.title());
+            assertTrue(lot.currentBid() >= 0);
+        }
+    }
+
+    @Test
+    @Order(8)
+    @DisplayName("Integration: Object detection value estimation workflow")
+    void testValueEstimationWorkflow() throws SQLException {
+        // Create lot with detected objects
+        var lot = Lot.basic(
+            40000, 50000,
+            "Construction Equipment",
+            "Heavy machinery for construction",
+            "Caterpillar",
+            "Excavator",
+            2015,
+            "Machinery",
+            25000.00,
+            "EUR",
+            "https://example.com/lot/50000",
+            LocalDateTime.now().plusDays(5),
+            false
+        );
+
+        db.upsertLot(lot);
+
+        // Add images with detected objects
+        db.insertImage(50000, "https://example.com/excavator1.jpg",
+            "C:/images/50000/1.jpg", List.of("truck", "excavator", "machinery"));
+
+        db.insertImage(50000, "https://example.com/excavator2.jpg",
+            "C:/images/50000/2.jpg", List.of("excavator", "construction"));
+
+        // Retrieve and analyze
+        var images = db.getImagesForLot(50000);
+        assertFalse(images.isEmpty());
+
+        // Count unique objects
+        var allLabels = images.stream()
+            .flatMap(img -> List.of(img.labels().split(",")).stream())
+            .distinct()
+            .toList();
+
+        assertTrue(allLabels.contains("excavator") || allLabels.contains("machinery"));
+
+        // Simulate value estimation notification
+       var message = String.format(
+            "Lot contains: %s\nEstimated value: €%,.2f",
+            String.join(", ", allLabels),
+            lot.currentBid()
+                                  );
+
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(message, "Object Detected", 0)
+        );
+    }
+
+    @Test
+    @Order(9)
+    @DisplayName("Integration: Handle rapid concurrent updates")
+    void testConcurrentOperations() throws InterruptedException, SQLException {
+       var auctionThread = new Thread(() -> {
+            try {
+                for (var i = 0; i < 10; i++) {
+                    db.upsertAuction(new AuctionInfo(
+                        60000 + i, "Concurrent Auction " + i, "Test, NL", "Test", "NL",
+                        "https://example.com/60" + i, "A1", 5, null
+                    ));
+                }
+            } catch (Exception e) {
+                fail("Auction thread failed: " + e.getMessage());
+            }
+        });
+
+       var lotThread = new Thread(() -> {
+            try {
+                for (var i = 0; i < 10; i++) {
+                    db.upsertLot(Lot.basic(
+                        60000 + i, 70000 + i, "Concurrent Lot " + i, "Desc", "", "", 0, "Cat",
+                        100.0 * i, "EUR", "https://example.com/70" + i, null, false
+                    ));
+                }
+            } catch (Exception e) {
+                fail("Lot thread failed: " + e.getMessage());
+            }
+        });
+
+        auctionThread.start();
+        lotThread.start();
+        auctionThread.join();
+        lotThread.join();
+
+        // Verify all were inserted
+        var auctions = db.getAllAuctions();
+        var lots = db.getAllLots();
+       
+       var auctionCount = auctions.stream()
+                                  .filter(a -> a.auctionId() >= 60000 && a.auctionId() < 60010)
+                                  .count();
+       
+       var lotCount = lots.stream()
+                          .filter(l -> l.lotId() >= 70000 && l.lotId() < 70010)
+                          .count();
+
+        assertEquals(10, auctionCount);
+        assertEquals(10, lotCount);
+    }
+
+    @Test
+    @Order(10)
+    @DisplayName("Integration: End-to-end notification scenarios")
+    void testAllNotificationScenarios() {
+        // 1. Bid change notification
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(
+                "Nieuw bod op kavel 12345: €150.00 (was €125.00)",
+                "Kavel bieding update",
+                0
+            )
+        );
+
+        // 2. Closing alert
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(
+                "Kavel 67890 sluit binnen 5 min.",
+                "Lot nearing closure",
+                1
+            )
+        );
+
+        // 3. Object detection
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(
+                "Detected: car, truck, machinery",
+                "Object Detected",
+                0
+            )
+        );
+
+        // 4. Value estimate
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(
+                "Geschatte waarde: €5,000 - €7,500",
+                "Value Estimate",
+                0
+            )
+        );
+
+        // 5. Viewing day reminder
+        assertDoesNotThrow(() ->
+            notifier.sendNotification(
+                "Bezichtiging op 15-12-2025 om 14:00",
+                "Viewing Day Reminder",
+                0
+            )
+        );
+    }
+}

src/test/java/auctiora/NotificationServiceTest.java

@@ -0,0 +1,243 @@
+package auctiora;
+
+import org.junit.jupiter.api.DisplayName;
+import org.junit.jupiter.api.Test;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Test cases for NotificationService.
+ * Tests desktop and email notification configuration and delivery.
+ */
+class NotificationServiceTest {
+
+    @Test
+    @DisplayName("Should initialize with desktop-only configuration")
+    void testDesktopOnlyConfiguration() {
+        NotificationService service = new NotificationService("desktop");
+        assertNotNull(service);
+    }
+
+    @Test
+    @DisplayName("Should initialize with SMTP configuration")
+    void testSMTPConfiguration() {
+        NotificationService service = new NotificationService(
+            "smtp:test@gmail.com:app_password:recipient@example.com"
+        );
+        assertNotNull(service);
+    }
+
+    @Test
+    @DisplayName("Should reject invalid SMTP configuration format")
+    void testInvalidSMTPConfiguration() {
+        // Missing parts (only 2 parts total)
+        assertThrows(IllegalArgumentException.class, () ->
+            new NotificationService("smtp:incomplete")
+        );
+
+        // Wrong format (only 3 parts total, needs 4)
+        assertThrows(IllegalArgumentException.class, () ->
+            new NotificationService("smtp:only:two")
+        );
+    }
+
+    @Test
+    @DisplayName("Should reject unknown configuration type")
+    void testUnknownConfiguration() {
+        assertThrows(IllegalArgumentException.class, () ->
+            new NotificationService("unknown_type")
+        );
+    }
+
+    @Test
+    @DisplayName("Should send desktop notification without error")
+    void testDesktopNotification() {
+        NotificationService service = new NotificationService("desktop");
+
+        // Should not throw exception even if system tray not available
+        assertDoesNotThrow(() ->
+            service.sendNotification("Test message", "Test title", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should send high priority notification")
+    void testHighPriorityNotification() {
+        NotificationService service = new NotificationService("desktop");
+
+        assertDoesNotThrow(() ->
+            service.sendNotification("Urgent message", "High Priority", 1)
+        );
+    }
+
+    @Test
+    @DisplayName("Should send normal priority notification")
+    void testNormalPriorityNotification() {
+        NotificationService service = new NotificationService("desktop");
+
+        assertDoesNotThrow(() ->
+            service.sendNotification("Regular message", "Normal Priority", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should handle notification when system tray not supported")
+    void testNoSystemTraySupport() {
+        NotificationService service = new NotificationService("desktop");
+
+        // Should gracefully handle missing system tray
+        assertDoesNotThrow(() ->
+            service.sendNotification("Test", "Test", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should send email notification with valid SMTP config")
+    void testEmailNotificationWithValidConfig() {
+        // Note: This won't actually send email without valid credentials
+        // But it should initialize properly
+        NotificationService service = new NotificationService(
+            "smtp:test@gmail.com:fake_password:test@example.com"
+        );
+
+        // Should not throw during initialization
+        assertNotNull(service);
+
+        // Sending will fail with fake credentials, but shouldn't crash
+        assertDoesNotThrow(() ->
+            service.sendNotification("Test email", "Email Test", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should include both desktop and email when SMTP configured")
+    void testBothNotificationChannels() {
+        NotificationService service = new NotificationService(
+            "smtp:user@gmail.com:password:recipient@example.com"
+        );
+
+        // Both desktop and email should be attempted
+        assertDoesNotThrow(() ->
+            service.sendNotification("Dual channel test", "Test", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should handle empty message gracefully")
+    void testEmptyMessage() {
+        NotificationService service = new NotificationService("desktop");
+
+        assertDoesNotThrow(() ->
+            service.sendNotification("", "", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should handle very long message")
+    void testLongMessage() {
+        NotificationService service = new NotificationService("desktop");
+
+        String longMessage = "A".repeat(1000);
+        assertDoesNotThrow(() ->
+            service.sendNotification(longMessage, "Long Message Test", 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should handle special characters in message")
+    void testSpecialCharactersInMessage() {
+        NotificationService service = new NotificationService("desktop");
+
+        assertDoesNotThrow(() ->
+            service.sendNotification(
+                "€123.45 - Kavel sluit binnen 5 min! ⚠️",
+                "Special Chars Test",
+                1
+            )
+        );
+    }
+
+    @Test
+    @DisplayName("Should accept case-insensitive desktop config")
+    void testCaseInsensitiveDesktopConfig() {
+        assertDoesNotThrow(() -> {
+            new NotificationService("DESKTOP");
+            new NotificationService("Desktop");
+            new NotificationService("desktop");
+        });
+    }
+
+    @Test
+    @DisplayName("Should validate SMTP config parts count")
+    void testSMTPConfigPartsValidation() {
+        // Too few parts
+        assertThrows(IllegalArgumentException.class, () ->
+            new NotificationService("smtp:user:pass")
+        );
+
+        // Too many parts should work (extras ignored in split)
+        assertDoesNotThrow(() ->
+            new NotificationService("smtp:user:pass:email:extra")
+        );
+    }
+
+    @Test
+    @DisplayName("Should handle multiple rapid notifications")
+    void testRapidNotifications() {
+        NotificationService service = new NotificationService("desktop");
+
+        assertDoesNotThrow(() -> {
+            for (int i = 0; i < 5; i++) {
+                service.sendNotification("Notification " + i, "Rapid Test", 0);
+            }
+        });
+    }
+
+    @Test
+    @DisplayName("Should handle notification with null config parameter")
+    void testNullConfigParameter() {
+        // Second parameter can be empty string (kept for compatibility)
+        assertDoesNotThrow(() ->
+            new NotificationService("desktop")
+        );
+    }
+
+    @Test
+    @DisplayName("Should send bid change notification format")
+    void testBidChangeNotificationFormat() {
+        NotificationService service = new NotificationService("desktop");
+
+        String message = "Nieuw bod op kavel 12345: €150.00 (was €125.00)";
+        String title = "Kavel bieding update";
+
+        assertDoesNotThrow(() ->
+            service.sendNotification(message, title, 0)
+        );
+    }
+
+    @Test
+    @DisplayName("Should send closing alert notification format")
+    void testClosingAlertNotificationFormat() {
+        NotificationService service = new NotificationService("desktop");
+
+        String message = "Kavel 12345 sluit binnen 5 min.";
+        String title = "Lot nearing closure";
+
+        assertDoesNotThrow(() ->
+            service.sendNotification(message, title, 1)
+        );
+    }
+
+    @Test
+    @DisplayName("Should send object detection notification format")
+    void testObjectDetectionNotificationFormat() {
+        NotificationService service = new NotificationService("desktop");
+
+        String message = "Lot contains: car, truck, machinery\nEstimated value: €5000";
+        String title = "Object Detected";
+
+        assertDoesNotThrow(() ->
+            service.sendNotification(message, title, 0)
+        );
+    }
+}

src/test/java/auctiora/ObjectDetectionServiceTest.java

@@ -0,0 +1,185 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Test cases for ObjectDetectionService.
+ * Tests YOLO model loading and object detection functionality.
+ */
+class ObjectDetectionServiceTest {
+
+    private static final String TEST_CFG = "test_yolo.cfg";
+    private static final String TEST_WEIGHTS = "test_yolo.weights";
+    private static final String TEST_CLASSES = "test_classes.txt";
+
+    @Test
+    @DisplayName("Should initialize with missing YOLO models (disabled mode)")
+    void testInitializeWithoutModels() throws IOException {
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        assertNotNull(service);
+    }
+
+    @Test
+    @DisplayName("Should return empty list when detection is disabled")
+    void testDetectObjectsWhenDisabled() throws IOException {
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        var result = service.detectObjects("any_image.jpg");
+
+        assertNotNull(result);
+        assertTrue(result.isEmpty());
+    }
+
+    @Test
+    @DisplayName("Should handle invalid image path gracefully")
+    void testInvalidImagePath() throws IOException {
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        var result = service.detectObjects("completely_invalid_path.jpg");
+
+        assertNotNull(result);
+        assertTrue(result.isEmpty());
+    }
+
+    @Test
+    @DisplayName("Should handle empty image file")
+    void testEmptyImageFile() throws IOException {
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        // Create empty test file
+        var tempFile = Files.createTempFile("test_image", ".jpg");
+        try {
+            var result = service.detectObjects(tempFile.toString());
+            assertNotNull(result);
+            assertTrue(result.isEmpty());
+        } finally {
+            Files.deleteIfExists(tempFile);
+        }
+    }
+
+    @Test
+    @DisplayName("Should gracefully handle when model files exist but OpenCV fails to load")
+    void testInitializeWithValidModels() throws IOException {
+        var cfgPath = Paths.get(TEST_CFG);
+        var weightsPath = Paths.get(TEST_WEIGHTS);
+        var classesPath = Paths.get(TEST_CLASSES);
+
+        try {
+            Files.writeString(cfgPath, "[net]\nwidth=416\nheight=416\n");
+            Files.write(weightsPath, new byte[]{0, 1, 2, 3});
+            Files.writeString(classesPath, "person\ncar\ntruck\n");
+
+            // When files exist but OpenCV native library isn't loaded,
+            // service should construct successfully but be disabled (handled in @PostConstruct)
+            var service = new ObjectDetectionService(TEST_CFG, TEST_WEIGHTS, TEST_CLASSES);
+            // Service is created, but init() handles failures gracefully
+            // detectObjects should return empty list when disabled
+            assertNotNull(service);
+        } finally {
+            Files.deleteIfExists(cfgPath);
+            Files.deleteIfExists(weightsPath);
+            Files.deleteIfExists(classesPath);
+        }
+    }
+
+    @Test
+    @DisplayName("Should handle missing class names file")
+    void testMissingClassNamesFile() throws IOException {
+        // When model files don't exist, service initializes in disabled mode (no exception)
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+        assertNotNull(service);
+        // Verify it returns empty results when disabled
+        assertTrue(service.detectObjects("test.jpg").isEmpty());
+    }
+
+    @Test
+    @DisplayName("Should detect when model files are missing")
+    void testDetectMissingModelFiles() throws IOException {
+        // Should initialize in disabled mode
+        ObjectDetectionService service = new ObjectDetectionService(
+            "missing.cfg",
+            "missing.weights",
+            "missing.names"
+        );
+
+        // Should return empty results when disabled
+        var results = service.detectObjects("test.jpg");
+        assertTrue(results.isEmpty());
+    }
+
+    @Test
+    @DisplayName("Should return unique labels only")
+    void testUniqueLabels() throws IOException {
+        // When disabled, returns empty list (unique by default)
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        var result = service.detectObjects("test.jpg");
+        assertNotNull(result);
+        assertEquals(0, result.size());
+    }
+
+    @Test
+    @DisplayName("Should handle multiple detections in same image")
+    void testMultipleDetections() throws IOException {
+        // Test structure for when detection works
+        // With actual YOLO models, this would return multiple objects
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        var result = service.detectObjects("test_image.jpg");
+        assertNotNull(result);
+        // When disabled, returns empty list
+        assertTrue(result.isEmpty());
+    }
+
+    @Test
+    @DisplayName("Should respect confidence threshold")
+    void testConfidenceThreshold() throws IOException {
+        // The service uses 0.5 confidence threshold
+        // This test documents that behavior
+        ObjectDetectionService service = new ObjectDetectionService(
+            "non_existent.cfg",
+            "non_existent.weights",
+            "non_existent.txt"
+        );
+
+        // Low confidence detections should be filtered out
+        // (when detection is working)
+        var result = service.detectObjects("test.jpg");
+        assertNotNull(result);
+    }
+}

src/test/java/auctiora/ScraperDataAdapterTest.java

@@ -0,0 +1,255 @@
+package auctiora;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.DisplayName;
+
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.time.LocalDateTime;
+
+import static org.junit.jupiter.api.Assertions.*;
+import static org.mockito.Mockito.*;
+
+/**
+ * Test cases for ScraperDataAdapter.
+ * Tests conversion from external scraper schema to monitor schema.
+ */
+class ScraperDataAdapterTest {
+
+    @Test
+    @DisplayName("Should extract numeric ID from text format auction ID")
+    void testExtractNumericIdFromAuctionId() {
+        assertEquals(39813, ScraperDataAdapter.extractNumericId("A7-39813"));
+        assertEquals(12345, ScraperDataAdapter.extractNumericId("A1-12345"));
+        assertEquals(0, ScraperDataAdapter.extractNumericId(null));
+        assertEquals(0, ScraperDataAdapter.extractNumericId(""));
+        assertEquals(0, ScraperDataAdapter.extractNumericId("ABC"));
+    }
+
+    @Test
+    @DisplayName("Should extract numeric ID from text format lot ID")
+    void testExtractNumericIdFromLotId() {
+        // "A1-28505-5" → 285055 (concatenates all digits)
+        assertEquals(285055, ScraperDataAdapter.extractNumericId("A1-28505-5"));
+        assertEquals(123456, ScraperDataAdapter.extractNumericId("A7-1234-56"));
+    }
+
+    @Test
+    @DisplayName("Should return 0 for IDs that exceed Long.MAX_VALUE")
+    void testExtractNumericIdTooLarge() {
+        // These IDs are too large for a long (> 19 digits or > Long.MAX_VALUE)
+        assertEquals(0, ScraperDataAdapter.extractNumericId("856462986966260305674"));
+        assertEquals(0, ScraperDataAdapter.extractNumericId("28492384530402679688"));
+        assertEquals(0, ScraperDataAdapter.extractNumericId("A7-856462986966260305674"));
+    }
+
+    @Test
+    @DisplayName("Should convert scraper auction format to AuctionInfo")
+    void testFromScraperAuction() throws SQLException {
+        // Mock ResultSet with scraper format data
+        ResultSet rs = mock(ResultSet.class);
+        when(rs.getString("auction_id")).thenReturn("A7-39813");
+        when(rs.getString("title")).thenReturn("Industrial Equipment Auction");
+        when(rs.getString("location")).thenReturn("Cluj-Napoca, RO");
+        when(rs.getString("url")).thenReturn("https://example.com/auction/A7-39813");
+        when(rs.getInt("lots_count")).thenReturn(150);
+        when(rs.getString("first_lot_closing_time")).thenReturn("2025-12-15T14:30:00");
+
+        AuctionInfo result = ScraperDataAdapter.fromScraperAuction(rs);
+
+        assertNotNull(result);
+        assertEquals(39813, result.auctionId());
+        assertEquals("Industrial Equipment Auction", result.title());
+        assertEquals("Cluj-Napoca, RO", result.location());
+        assertEquals("Cluj-Napoca", result.city());
+        assertEquals("RO", result.country());
+        assertEquals("https://example.com/auction/A7-39813", result.url());
+        assertEquals("A7", result.typePrefix());
+        assertEquals(150, result.lotCount());
+        assertNotNull(result.firstLotClosingTime());
+    }
+
+    @Test
+    @DisplayName("Should handle auction with simple location without country")
+    void testFromScraperAuctionSimpleLocation() throws SQLException {
+        ResultSet rs = mock(ResultSet.class);
+        when(rs.getString("auction_id")).thenReturn("A1-12345");
+        when(rs.getString("title")).thenReturn("Test Auction");
+        when(rs.getString("location")).thenReturn("Amsterdam");
+        when(rs.getString("url")).thenReturn("https://example.com/auction/A1-12345");
+        when(rs.getInt("lots_count")).thenReturn(50);
+        when(rs.getString("first_lot_closing_time")).thenReturn(null);
+
+        AuctionInfo result = ScraperDataAdapter.fromScraperAuction(rs);
+
+        assertEquals("Amsterdam", result.city());
+        assertEquals("", result.country());
+        assertNull(result.firstLotClosingTime());
+    }
+
+    @Test
+    @DisplayName("Should convert scraper lot format to Lot")
+    void testFromScraperLot() throws SQLException {
+        ResultSet rs = mock(ResultSet.class);
+        when(rs.getString("lot_id")).thenReturn("A1-28505-5");
+        when(rs.getString("auction_id")).thenReturn("A7-39813");
+        when(rs.getString("title")).thenReturn("Forklift Toyota");
+        when(rs.getString("description")).thenReturn("Electric forklift in good condition");
+        when(rs.getString("category")).thenReturn("Machinery");
+        when(rs.getString("current_bid")).thenReturn("€1250.50");
+        when(rs.getString("closing_time")).thenReturn("2025-12-15T14:30:00");
+        when(rs.getString("url")).thenReturn("https://example.com/lot/A1-28505-5");
+
+        Lot result = ScraperDataAdapter.fromScraperLot(rs);
+
+        assertNotNull(result);
+        assertEquals(285055, result.lotId());
+        assertEquals(39813, result.saleId());
+        assertEquals("Forklift Toyota", result.title());
+        assertEquals("Electric forklift in good condition", result.description());
+        assertEquals("Machinery", result.category());
+        assertEquals(1250.50, result.currentBid(), 0.01);
+        assertEquals("EUR", result.currency());
+        assertEquals("https://example.com/lot/A1-28505-5", result.url());
+        assertNotNull(result.closingTime());
+        assertFalse(result.closingNotified());
+    }
+
+    @Test
+    @DisplayName("Should parse bid amount from various formats")
+    void testParseBidAmount() throws SQLException {
+        // Test €123.45 format
+        ResultSet rs1 = createLotResultSet("€123.45");
+        Lot lot1 = ScraperDataAdapter.fromScraperLot(rs1);
+        assertEquals(123.45, lot1.currentBid(), 0.01);
+        assertEquals("EUR", lot1.currency());
+
+        // Test $50.00 format
+        ResultSet rs2 = createLotResultSet("$50.00");
+        Lot lot2 = ScraperDataAdapter.fromScraperLot(rs2);
+        assertEquals(50.00, lot2.currentBid(), 0.01);
+        assertEquals("USD", lot2.currency());
+
+        // Test "No bids" format
+        ResultSet rs3 = createLotResultSet("No bids");
+        Lot lot3 = ScraperDataAdapter.fromScraperLot(rs3);
+        assertEquals(0.0, lot3.currentBid(), 0.01);
+
+        // Test plain number
+        ResultSet rs4 = createLotResultSet("999.99");
+        Lot lot4 = ScraperDataAdapter.fromScraperLot(rs4);
+        assertEquals(999.99, lot4.currentBid(), 0.01);
+    }
+
+    @Test
+    @DisplayName("Should handle missing or null fields gracefully")
+    void testHandleNullFields() throws SQLException {
+        ResultSet rs = mock(ResultSet.class);
+        when(rs.getString("lot_id")).thenReturn("A1-12345-1");
+        when(rs.getString("auction_id")).thenReturn("A7-99999");
+        when(rs.getString("title")).thenReturn("Test Lot");
+        when(rs.getString("description")).thenReturn(null);
+        when(rs.getString("category")).thenReturn(null);
+        when(rs.getString("current_bid")).thenReturn(null);
+        when(rs.getString("closing_time")).thenReturn(null);
+        when(rs.getString("url")).thenReturn("https://example.com/lot");
+
+        Lot result = ScraperDataAdapter.fromScraperLot(rs);
+
+        assertNotNull(result);
+        assertEquals("", result.description());
+        assertEquals("", result.category());
+        assertEquals(0.0, result.currentBid());
+        assertNull(result.closingTime());
+    }
+
+    @Test
+    @DisplayName("Should parse various timestamp formats")
+    void testTimestampParsing() throws SQLException {
+        // ISO local date time
+        ResultSet rs1 = mock(ResultSet.class);
+        setupBasicLotMock(rs1);
+        when(rs1.getString("closing_time")).thenReturn("2025-12-15T14:30:00");
+        Lot lot1 = ScraperDataAdapter.fromScraperLot(rs1);
+        assertNotNull(lot1.closingTime());
+        assertEquals(LocalDateTime.of(2025, 12, 15, 14, 30, 0), lot1.closingTime());
+
+        // SQL timestamp format
+        ResultSet rs2 = mock(ResultSet.class);
+        setupBasicLotMock(rs2);
+        when(rs2.getString("closing_time")).thenReturn("2025-12-15 14:30:00");
+        Lot lot2 = ScraperDataAdapter.fromScraperLot(rs2);
+        assertNotNull(lot2.closingTime());
+    }
+
+    @Test
+    @DisplayName("Should handle invalid timestamp gracefully")
+    void testInvalidTimestamp() throws SQLException {
+        ResultSet rs = mock(ResultSet.class);
+        setupBasicLotMock(rs);
+        when(rs.getString("closing_time")).thenReturn("invalid-date");
+
+        Lot result = ScraperDataAdapter.fromScraperLot(rs);
+        assertNull(result.closingTime());
+    }
+
+    @Test
+    @DisplayName("Should extract type prefix from auction ID")
+    void testTypeExtraction() throws SQLException {
+        ResultSet rs1 = mock(ResultSet.class);
+        when(rs1.getString("auction_id")).thenReturn("A7-39813");
+        when(rs1.getString("title")).thenReturn("Test");
+        when(rs1.getString("location")).thenReturn("Test, NL");
+        when(rs1.getString("url")).thenReturn("http://test.com");
+        when(rs1.getInt("lots_count")).thenReturn(10);
+        when(rs1.getString("first_lot_closing_time")).thenReturn(null);
+
+        AuctionInfo auction1 = ScraperDataAdapter.fromScraperAuction(rs1);
+        assertEquals("A7", auction1.typePrefix());
+
+        ResultSet rs2 = mock(ResultSet.class);
+        when(rs2.getString("auction_id")).thenReturn("B1-12345");
+        when(rs2.getString("title")).thenReturn("Test");
+        when(rs2.getString("location")).thenReturn("Test, NL");
+        when(rs2.getString("url")).thenReturn("http://test.com");
+        when(rs2.getInt("lots_count")).thenReturn(10);
+        when(rs2.getString("first_lot_closing_time")).thenReturn(null);
+
+        AuctionInfo auction2 = ScraperDataAdapter.fromScraperAuction(rs2);
+        assertEquals("B1", auction2.typePrefix());
+    }
+
+    @Test
+    @DisplayName("Should handle GBP currency symbol")
+    void testGBPCurrency() throws SQLException {
+        ResultSet rs = createLotResultSet("£75.00");
+        Lot lot = ScraperDataAdapter.fromScraperLot(rs);
+        assertEquals(75.00, lot.currentBid(), 0.01);
+        assertEquals("GBP", lot.currency());
+    }
+
+    // Helper methods
+
+    private ResultSet createLotResultSet(String bidAmount) throws SQLException {
+        ResultSet rs = mock(ResultSet.class);
+        when(rs.getString("lot_id")).thenReturn("A1-12345-1");
+        when(rs.getString("auction_id")).thenReturn("A7-99999");
+        when(rs.getString("title")).thenReturn("Test Lot");
+        when(rs.getString("description")).thenReturn("Test description");
+        when(rs.getString("category")).thenReturn("Test");
+        when(rs.getString("current_bid")).thenReturn(bidAmount);
+        when(rs.getString("closing_time")).thenReturn("2025-12-15T14:30:00");
+        when(rs.getString("url")).thenReturn("https://example.com/lot");
+        return rs;
+    }
+
+    private void setupBasicLotMock(ResultSet rs) throws SQLException {
+        when(rs.getString("lot_id")).thenReturn("A1-12345-1");
+        when(rs.getString("auction_id")).thenReturn("A7-99999");
+        when(rs.getString("title")).thenReturn("Test Lot");
+        when(rs.getString("description")).thenReturn("Test");
+        when(rs.getString("category")).thenReturn("Test");
+        when(rs.getString("current_bid")).thenReturn("€100.00");
+        when(rs.getString("url")).thenReturn("https://example.com/lot");
+    }
+}

src/test/java/auctiora/TroostwijkMonitorTest.java

@@ -0,0 +1,380 @@
+package auctiora;
+
+import org.junit.jupiter.api.*;
+
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+import java.sql.SQLException;
+import java.time.LocalDateTime;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+/**
+ * Test cases for TroostwijkMonitor.
+ * Tests monitoring orchestration, bid tracking, and notification triggers.
+ */
+@TestInstance(TestInstance.Lifecycle.PER_CLASS)
+class TroostwijkMonitorTest {
+   
+   private String            testDbPath;
+   private TroostwijkMonitor monitor;
+   
+   @BeforeAll
+   void setUp() throws SQLException, IOException {
+      testDbPath = "test_monitor_" + System.currentTimeMillis() + ".db";
+      
+      monitor = new TroostwijkMonitor(
+              testDbPath,
+              "desktop",
+              "non_existent.cfg",
+              "non_existent.weights",
+              "non_existent.txt"
+      );
+   }
+   
+   @AfterAll
+   void tearDown() throws Exception {
+      Files.deleteIfExists(Paths.get(testDbPath));
+   }
+   
+   @Test
+   @DisplayName("Should initialize monitor successfully")
+   void testMonitorInitialization() {
+      assertNotNull(monitor);
+      assertNotNull(monitor.getDb());
+   }
+   
+   @Test
+   @DisplayName("Should print database stats without error")
+   void testPrintDatabaseStats() {
+      assertDoesNotThrow(() -> monitor.printDatabaseStats());
+   }
+   
+   @Test
+   @DisplayName("Should process pending images without error")
+   void testProcessPendingImages() {
+      assertDoesNotThrow(() -> monitor.processPendingImages());
+   }
+   
+   @Test
+   @DisplayName("Should handle empty database gracefully")
+   void testEmptyDatabaseHandling() throws SQLException {
+      var auctions = monitor.getDb().getAllAuctions();
+      var lots     = monitor.getDb().getAllLots();
+      
+      assertNotNull(auctions);
+      assertNotNull(lots);
+      assertTrue(auctions.isEmpty() || auctions.size() >= 0);
+   }
+   
+   @Test
+   @DisplayName("Should track lots in database")
+   void testLotTracking() throws SQLException {
+      // Insert test lot
+      var lot = Lot.basic(
+              11111, 22222,
+              "Test Forklift",
+              "Electric forklift in good condition",
+              "Toyota",
+              "Electric",
+              2020,
+              "Machinery",
+              1500.00,
+              "EUR",
+              "https://example.com/lot/22222",
+              LocalDateTime.now().plusDays(1),
+              false
+                         );
+      
+      monitor.getDb().upsertLot(lot);
+      
+      var lots = monitor.getDb().getAllLots();
+      assertTrue(lots.stream().anyMatch(l -> l.lotId() == 22222));
+   }
+   
+   @Test
+   @DisplayName("Should monitor lots closing soon")
+   void testClosingSoonMonitoring() throws SQLException {
+      // Insert lot closing in 4 minutes
+      var closingSoon = Lot.basic(
+              33333, 44444,
+              "Closing Soon Item",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              100.00,
+              "EUR",
+              "https://example.com/lot/44444",
+              LocalDateTime.now().plusMinutes(4),
+              false
+                                 );
+      
+      monitor.getDb().upsertLot(closingSoon);
+      
+      var lots = monitor.getDb().getActiveLots();
+      var found = lots.stream()
+                      .filter(l -> l.lotId() == 44444)
+                      .findFirst()
+                      .orElse(null);
+      
+      assertNotNull(found);
+      assertTrue(found.minutesUntilClose() < 30);
+   }
+   
+   @Test
+   @DisplayName("Should identify lots with time remaining")
+   void testTimeRemainingCalculation() throws SQLException {
+      var futureLot = Lot.basic(
+              55555, 66666,
+              "Future Lot",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              200.00,
+              "EUR",
+              "https://example.com/lot/66666",
+              LocalDateTime.now().plusHours(2),
+              false
+                               );
+      
+      monitor.getDb().upsertLot(futureLot);
+      
+      var lots = monitor.getDb().getActiveLots();
+      var found = lots.stream()
+                      .filter(l -> l.lotId() == 66666)
+                      .findFirst()
+                      .orElse(null);
+      
+      assertNotNull(found);
+      assertTrue(found.minutesUntilClose() > 60);
+   }
+   
+   @Test
+   @DisplayName("Should handle lots without closing time")
+   void testLotsWithoutClosingTime() throws SQLException {
+      var noClosing = Lot.basic(
+              77777, 88888,
+              "No Closing Time",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              150.00,
+              "EUR",
+              "https://example.com/lot/88888",
+              null,
+              false
+                               );
+      
+      monitor.getDb().upsertLot(noClosing);
+      
+      var lots = monitor.getDb().getActiveLots();
+      var found = lots.stream()
+                      .filter(l -> l.lotId() == 88888)
+                      .findFirst()
+                      .orElse(null);
+      
+      assertNotNull(found);
+      assertNull(found.closingTime());
+   }
+   
+   @Test
+   @DisplayName("Should track notification status")
+   void testNotificationStatusTracking() throws SQLException {
+      var lot = Lot.basic(
+              99999, 11110,
+              "Test Notification",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              100.00,
+              "EUR",
+              "https://example.com/lot/11110",
+              LocalDateTime.now().plusMinutes(3),
+              false
+                         );
+      
+      monitor.getDb().upsertLot(lot);
+      
+      // Update notification flag
+      var notified = Lot.basic(
+              99999, 11110,
+              "Test Notification",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              100.00,
+              "EUR",
+              "https://example.com/lot/11110",
+              LocalDateTime.now().plusMinutes(3),
+              true
+                              );
+      
+      monitor.getDb().updateLotNotificationFlags(notified);
+      
+      var lots = monitor.getDb().getActiveLots();
+      var found = lots.stream()
+                      .filter(l -> l.lotId() == 11110)
+                      .findFirst()
+                      .orElse(null);
+      
+      assertNotNull(found);
+      assertTrue(found.closingNotified());
+   }
+   
+   @Test
+   @DisplayName("Should update bid amounts")
+   void testBidAmountUpdates() throws SQLException {
+      var lot = Lot.basic(
+              12121, 13131,
+              "Bid Update Test",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              100.00,
+              "EUR",
+              "https://example.com/lot/13131",
+              LocalDateTime.now().plusDays(1),
+              false
+                         );
+      
+      monitor.getDb().upsertLot(lot);
+      
+      // Simulate bid increase
+      var higherBid = Lot.basic(
+              12121, 13131,
+              "Bid Update Test",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              250.00,
+              "EUR",
+              "https://example.com/lot/13131",
+              LocalDateTime.now().plusDays(1),
+              false
+                               );
+      
+      monitor.getDb().updateLotCurrentBid(higherBid);
+      
+      var lots = monitor.getDb().getActiveLots();
+      var found = lots.stream()
+                      .filter(l -> l.lotId() == 13131)
+                      .findFirst()
+                      .orElse(null);
+      
+      assertNotNull(found);
+      assertEquals(250.00, found.currentBid(), 0.01);
+   }
+   
+   @Test
+   @DisplayName("Should handle multiple concurrent lot updates")
+   void testConcurrentLotUpdates() throws InterruptedException, SQLException {
+      Thread t1 = new Thread(() -> {
+         try {
+            for (int i = 0; i < 5; i++) {
+               monitor.getDb().upsertLot(Lot.basic(
+                       20000 + i, 30000 + i, "Concurrent " + i, "Desc", "", "", 0, "Cat",
+                       100.0, "EUR", "https://example.com/" + i, null, false
+                                                  ));
+            }
+         } catch (Exception e) {
+            fail("Thread 1 failed: " + e.getMessage());
+         }
+      });
+      
+      Thread t2 = new Thread(() -> {
+         try {
+            for (int i = 5; i < 10; i++) {
+               monitor.getDb().upsertLot(Lot.basic(
+                       20000 + i, 30000 + i, "Concurrent " + i, "Desc", "", "", 0, "Cat",
+                       200.0, "EUR", "https://example.com/" + i, null, false
+                                                  ));
+            }
+         } catch (Exception e) {
+            fail("Thread 2 failed: " + e.getMessage());
+         }
+      });
+      
+      t1.start();
+      t2.start();
+      t1.join();
+      t2.join();
+      
+      var lots = monitor.getDb().getActiveLots();
+      long count = lots.stream()
+                       .filter(l -> l.lotId() >= 30000 && l.lotId() < 30010)
+                       .count();
+      
+      assertTrue(count >= 10);
+   }
+   
+   @Test
+   @DisplayName("Should schedule monitoring without error")
+   void testScheduleMonitoring() {
+      // This just tests that scheduling doesn't throw
+      // Actual monitoring would run in background
+      assertDoesNotThrow(() -> {
+         // Don't actually start monitoring in test
+         // Just verify monitor is ready
+         assertNotNull(monitor);
+      });
+   }
+   
+   @Test
+   @DisplayName("Should handle database with auctions and lots")
+   void testDatabaseWithData() throws SQLException {
+      // Insert auction
+      var auction = new AuctionInfo(
+              40000,
+              "Test Auction",
+              "Amsterdam, NL",
+              "Amsterdam",
+              "NL",
+              "https://example.com/auction/40000",
+              "A7",
+              10,
+              LocalDateTime.now().plusDays(2)
+      );
+      
+      monitor.getDb().upsertAuction(auction);
+      
+      // Insert related lot
+      var lot = Lot.basic(
+              40000, 50000,
+              "Test Lot",
+              "Description",
+              "",
+              "",
+              0,
+              "Category",
+              500.00,
+              "EUR",
+              "https://example.com/lot/50000",
+              LocalDateTime.now().plusDays(2),
+              false
+                         );
+      
+      monitor.getDb().upsertLot(lot);
+      
+      // Verify
+      var auctions = monitor.getDb().getAllAuctions();
+      var lots     = monitor.getDb().getAllLots();
+      
+      assertTrue(auctions.stream().anyMatch(a -> a.auctionId() == 40000));
+      assertTrue(lots.stream().anyMatch(l -> l.lotId() == 50000));
+   }
+}

workflows/maven.yml

@@ -0,0 +1,20 @@
+name: Publish to Gitea Package Registry
+on:
+  push:
+    tags:
+      - 'v*'
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up JDK 25
+        uses: actions/setup-java@v4
+        with:
+          java-version: '25'
+          distribution: 'temurin'
+      - name: Publish with Maven
+        run: mvn --batch-mode clean deploy
+        env:
+          GITEA_TOKEN: ${{ secrets.EA_PUBLISH_TOKEN }}