diff --git a/.github/workflows/python-docker.yaml b/.github/workflows/python-docker.yaml
index 4ab9e95c..8ca5e9c5 100644
--- a/.github/workflows/python-docker.yaml
+++ b/.github/workflows/python-docker.yaml
@@ -3,7 +3,7 @@ on:
 
 jobs:
   python:
-    uses: 'rios0rios0/pipelines/.github/workflows/python.yaml@main'
+    uses: 'rios0rios0/pipelines/.github/workflows/python.yaml@ci/github-python'
 
   # fourth stage
   delivery-docker:
diff --git a/.github/workflows/python.yaml b/.github/workflows/python.yaml
index d0f9782b..0b5f1071 100644
--- a/.github/workflows/python.yaml
+++ b/.github/workflows/python.yaml
@@ -4,52 +4,85 @@ on:
   workflow_call:
 
 jobs:
+  setup:
+    name: 'setup-dependencies'
+    runs-on: 'ubuntu-latest'
+    container:
+      image: 'ghcr.io/fnk0c/pipelines/python:3.10-pdm-bullseye'
+    steps:
+      - uses: 'actions/checkout@v3'
+      - name: 'Cache PDM packages'
+        uses: 'actions/cache@v3'
+        with:
+          path: .venv/
+          key: ${{ runner.os }}-pdm-${{ hashFiles('pdm.lock') }}
+        run: |
+            ls -la
+            pwd
+          # restore-keys: |
+          #   ${{ runner.os }}-pdm-
+      - name: 'install-dependencies'
+        run: |
+          ls -la
+          pdm install -v
+          ls -la .venv
+
   # first stage
   code_check-style_isort:
     name: 'code-check > style:isort'
+    needs: 'setup'
     runs-on: 'ubuntu-latest'
     container:
       image: 'ghcr.io/fnk0c/pipelines/python:3.10-pdm-bullseye'
     steps:
+      - name: 'Cache PDM packages'
+        uses: 'actions/cache@v3'
+        with:
+          path: .venv/
+          key: ${{ runner.os }}-pdm-${{ hashFiles('pdm.lock') }}
+        run: |
+            ls -la
+            pwd
       - uses: actions/checkout@v3
       - run: |
-          pdm install -v
+          ls -la
+          ls -la .venv
           pdm run isort --check-only .
     if: "!startsWith(github.ref, 'refs/tags/')"
 
   code_check-style_black:
     name: 'code-check > style:black'
+    needs: 'setup'
     runs-on: 'ubuntu-latest'
     container:
       image: 'ghcr.io/fnk0c/pipelines/python:3.10-pdm-bullseye'
     steps:
       - uses: actions/checkout@v3
       - run: |
-          pdm install -v
           pdm run black --check .
     if: "!startsWith(github.ref, 'refs/tags/')"
 
   code_check-quality_flake8:
     name: 'code-check > style:flake8'
+    needs: 'setup'
     runs-on: 'ubuntu-latest'
     container:
       image: 'ghcr.io/fnk0c/pipelines/python:3.10-pdm-bullseye'
     steps:
       - uses: actions/checkout@v3
       - run: |
-          pdm install -v
           pdm run flake8 .
     if: "!startsWith(github.ref, 'refs/tags/')"
 
   code_check-quality_mypy:
     name: 'code-check > style:mypy'
+    needs: 'setup'
     runs-on: 'ubuntu-latest'
     container:
       image: 'ghcr.io/fnk0c/pipelines/python:3.10-pdm-bullseye'
     steps:
       - uses: actions/checkout@v3
       - run: |
-          pdm install -v
           pdm run type-check
     if: "!startsWith(github.ref, 'refs/tags/')"
 
@@ -59,7 +92,7 @@ jobs:
     name: 'security > sast:horusec'
     runs-on: 'ubuntu-latest'
     steps:
-      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-horusec@main'
+      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-horusec@ci/github-python'
     needs: [ 'code_check-style_isort', 'code_check-style_black', 'code_check-quality_flake8', 'code_check-quality_mypy' ]
     continue-on-error: true # TODO: this is a temporary fix, remove it after the issue is fixed
     if: "!startsWith(github.ref, 'refs/tags/')"
@@ -68,7 +101,7 @@ jobs:
     name: 'security > sast:semgrep'
     runs-on: 'ubuntu-latest'
     steps:
-      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-semgrep@main'
+      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-semgrep@ci/github-python'
         with:
           semgrep_lang: 'golang'
     needs: [ 'code_check-style_isort', 'code_check-style_black', 'code_check-quality_flake8', 'code_check-quality_mypy' ]
@@ -78,7 +111,7 @@ jobs:
     name: 'security > sast:gitleaks'
     runs-on: 'ubuntu-latest'
     steps:
-      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-gitleaks@main'
+      - uses: 'rios0rios0/pipelines/github/global/stages/20-security/docker-gitleaks@ci/github-python'
     needs: [ 'code_check-style_isort', 'code_check-style_black', 'code_check-quality_flake8', 'code_check-quality_mypy' ]
     if: "!startsWith(github.ref, 'refs/tags/')"
 
@@ -116,7 +149,7 @@ jobs:
     name: 'delivery > release'
     runs-on: 'ubuntu-latest'
     steps:
-      - uses: 'rios0rios0/pipelines/github/global/stages/40-delivery/release@main'
+      - uses: 'rios0rios0/pipelines/github/global/stages/40-delivery/release@ci/github-python'
     needs: [ 'tests-test_all' ]
     if: "github.event_name == 'push' && github.ref == 'refs/heads/main' && contains(github.event.head_commit.message, 'chore/bump-')"