diff --git a/.github/workflows/data-update.yml b/.github/workflows/data-update.yml
index cb0671621..073305983 100644
--- a/.github/workflows/data-update.yml
+++ b/.github/workflows/data-update.yml
@@ -42,7 +42,7 @@ jobs:
         env:
           FETCH_SCRIPT: ./searxng_extra/update/${{ matrix.fetch }}
         run: |
-          V=1 rye run python "$FETCH_SCRIPT"
+          V=1 ./manage rye run python "$FETCH_SCRIPT"
 
       - name: Create Pull Request
         id: cpr
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index 4512d25cc..95d4741c0 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -30,6 +30,7 @@ jobs:
       with:
         path: |
           ./.venv
+          ./.local
           ./.nvm
           ./node_modules
         key: python-rye-${{ matrix.os }}-${{ matrix.python-version }}-${{ hashFiles('requirements*.txt', 'setup.py') }}
@@ -59,20 +60,16 @@ jobs:
       uses: actions/checkout@v4
     - name: Install Ubuntu packages
       run: sudo ./utils/searxng.sh install buildhost
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.9'
-        architecture: 'x64'
     - name: Cache Python dependencies
       id: cache-python
       uses: actions/cache@v3
       with:
         path: |
           ./.venv
+          ./.local
           ./.nvm
           ./node_modules
-        key: python-rye-ubuntu-20.04-3.9-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
+        key: python-rye-ubuntu-20.04-3.11-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
     - name: Install node dependencies
       run: make V=1 node.env
     - name: Build themes
@@ -91,11 +88,6 @@ jobs:
         persist-credentials: false
     - name: Install Ubuntu packages
       run: sudo ./utils/searxng.sh install buildhost
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.9'
-        architecture: 'x64'
     - name: Cache Python dependencies
       id: cache-python
       uses: actions/cache@v3
@@ -104,7 +96,7 @@ jobs:
           ./local
           ./.nvm
           ./node_modules
-        key: python-rye-ubuntu-20.04-3.9-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
+        key: python-rye-ubuntu-20.04-3.11-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
     - name: Build documentation
       run: |
         make V=1 docs.clean docs.html
@@ -135,11 +127,6 @@ jobs:
       with:
         fetch-depth: '0'
         token: ${{ secrets.WEBLATE_GITHUB_TOKEN }}
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.9'
-        architecture: 'x64'
     - name: Cache Python dependencies
       id: cache-python
       uses: actions/cache@v3
@@ -148,7 +135,7 @@ jobs:
           ./local
           ./.nvm
           ./node_modules
-        key: python-rye-ubuntu-20.04-3.9-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
+        key: python-rye-ubuntu-20.04-3.11-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
     - name: weblate & git setup
       env:
         WEBLATE_CONFIG: ${{ secrets.WEBLATE_CONFIG }}
@@ -179,11 +166,6 @@ jobs:
         with:
           # make sure "make docker.push" can get the git history
           fetch-depth: '0'
-      - name: Set up Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: '3.9'
-          architecture: 'x64'
       - name: Cache Python dependencies
         id: cache-python
         uses: actions/cache@v3
@@ -192,7 +174,7 @@ jobs:
             ./local
             ./.nvm
             ./node_modules
-          key: python-rye-ubuntu-20.04-3.9-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
+          key: python-rye-ubuntu-20.04-3.11-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
       - name: Set up QEMU
         if: env.DOCKERHUB_USERNAME != null
         uses: docker/setup-qemu-action@v1
diff --git a/.github/workflows/translations-update.yml b/.github/workflows/translations-update.yml
index 6c1c24562..1320d442c 100644
--- a/.github/workflows/translations-update.yml
+++ b/.github/workflows/translations-update.yml
@@ -15,20 +15,16 @@ jobs:
       with:
         fetch-depth: '0'
         token: ${{ secrets.WEBLATE_GITHUB_TOKEN }}
-    - name: Set up Python
-      uses: actions/setup-python@v4
-      with:
-        python-version: '3.9'
-        architecture: 'x64'
     - name: Cache Python dependencies
       id: cache-python
       uses: actions/cache@v3
       with:
         path: |
-          ./local
+          ./.venv
+          ./.local
           ./.nvm
           ./node_modules
-        key: python-ubuntu-20.04-3.9-${{ hashFiles('requirements*.txt', 'setup.py','.nvmrc', 'package.json') }}
+        key: python-rye-ubuntu-20.04-3.11-${{ hashFiles('requirements*.lock', 'pyproject.toml','.nvmrc', 'package.json') }}
     - name: weblate & git setup
       env:
         WEBLATE_CONFIG: ${{ secrets.WEBLATE_CONFIG }}