diff --git a/.github/workflows/devops.yml b/.github/workflows/devops.yml
index 2cc5749..8fc54e7 100644
--- a/.github/workflows/devops.yml
+++ b/.github/workflows/devops.yml
@@ -2,7 +2,7 @@ name: DevOps
 on:
   [push, pull_request]
 env:
-  pythonLastVersion: '3.11'
+  pythonLastVersion: '3.12'
   GHCR_REGISTRY: ghcr.io
   IMAGE_NAME: llaumgui/seedboxsync
 
@@ -25,17 +25,18 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
-    - uses: actions/cache@v4
-      with:
-        path: ${{ env.pythonLocation }}
-        key: ${{ env.pythonLocation }}-${{ hashFiles('setup.py') }}-${{ hashFiles('dev-requirements.txt') }}
+        cache: 'pip'
     - name: Install Dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.txt
-        pip install -r requirements-dev.txt
+      run: pip install -r requirements-dev.txt
     - name: Make all tests with make
-      run: make test
+      run: |
+        make comply
+        python -m pytest -v --cov=seedboxsync --cov-report=term --cov-report=xml --capture=sys tests/
+    - uses: actions/upload-artifact@v4
+      with:
+        name: coverage-${{ matrix.python-version }}
+        path: coverage.xml
+
 
   ##############################################################################
   # Markdownlint
@@ -52,6 +53,7 @@ jobs:
         files: "*.md docs/*.md"
         config_file: ".markdownlint.yaml"
 
+
   ##############################################################################
   # Dockerfile tests
   #
@@ -67,6 +69,7 @@ jobs:
       with:
         recursive: true
 
+
   ##############################################################################
   # SonarCloud job
   #
@@ -84,6 +87,12 @@ jobs:
       uses: actions/checkout@v4
       with:
         fetch-depth: 0  # Shallow clones should be disabled for a better relevancy of analysis
+    - uses: actions/download-artifact@v4
+      with:
+        name: coverage-${{ env.pythonLastVersion }}
+        path: coverage.xml
+    - name: Display structure of downloaded files
+      run: ls -R
     - name: SonarCloud Scan
       uses: sonarsource/sonarcloud-github-action@master
       env:
@@ -93,6 +102,7 @@ jobs:
         args: >
           -Dsonar.verbose=true
 
+
   ##############################################################################
   # Package job
   #
@@ -109,15 +119,9 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: ${{ env.pythonLastVersion }}
-    - uses: actions/cache@v4
-      with:
-        path: ${{ env.pythonLocation }}
-        key: ${{ env.pythonLocation }}-${{ hashFiles('setup.py') }}-${{ hashFiles('dev-requirements.txt') }}
+        cache: 'pip'
     - name: Install Dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.txt
-        pip install -r requirements-dev.txt
+      run: pip install -r requirements-dev.txt
     - name: Package
       run: make dist
     - name: Archive package
@@ -126,6 +130,7 @@ jobs:
         name: seedboxsync-${{ github.sha }}.tar.gz
         path: dist/*.tar.gz
 
+
   ##############################################################################
   # Build and tests Docker image
   #
@@ -170,6 +175,7 @@ jobs:
       with:
         sarif_file: 'trivy-results.sarif'
 
+
   ##############################################################################
   # Build and deploy job (only on main)
   #
@@ -235,6 +241,7 @@ jobs:
         cache-from: type=registry,ref=${{ env.IMAGE_NAME }}:latest
         cache-to: type=inline
 
+
   ##############################################################################
   # Release job
   #
@@ -254,15 +261,9 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: ${{ env.pythonLastVersion }}
-    - uses: actions/cache@v4
-      with:
-        path: ${{ env.pythonLocation }}
-        key: ${{ env.pythonLocation }}-${{ hashFiles('setup.py') }}-${{ hashFiles('dev-requirements.txt') }}
+        cache: 'pip'
     - name: Install Dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.txt
-        pip install -r requirements-dev.txt
+      run: pip install -r requirements-dev.txt
     - name: Package
       run: make dist
     - name: Create GitHub release
diff --git a/sonar-project.properties b/sonar-project.properties
index 0d7ec96..265d51a 100644
--- a/sonar-project.properties
+++ b/sonar-project.properties
@@ -5,7 +5,7 @@ sonar.projectName=SeedboxSync
 sonar.version=3.0.1
 
 # Project URLs
-sonar.host.url=https://sonarcloud.io/dashboard?id=llaumgui%3Aseedboxsync
+sonar.host.url=https://sonarcloud.io/project/overview?id=llaumgui_seedboxsync
 sonar.links.homepage=https://github.com/llaumgui/seedboxsync
 sonar.links.ci=https://github.com/llaumgui/seedboxsync/actions
 sonar.links.issue=https://github.com/llaumgui/seedboxsync/issues
@@ -14,5 +14,4 @@ sonar.links.issue=https://github.com/llaumgui/seedboxsync/issues
 sonar.sources=seedboxsync
 sonar.tests=tests
 sonar.exclusions=tests/**/*,docs/**/*
-sonar.python.xunit.reportPath=coverage-report/pytest-report.xml
 sonar.python.coverage.reportPaths=coverage.xml