diff --git a/.github/requirements-python-lint.txt b/.github/requirements-python-lint.txt
new file mode 100644
index 000000000..01d39efc1
--- /dev/null
+++ b/.github/requirements-python-lint.txt
@@ -0,0 +1,3 @@
+isort~=5.0
+flake8~=6.0
+flake8-docstrings~=1.0
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 83ac304ba..980f1e7b9 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -8,11 +8,15 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v3
-
-      - run: pip install --upgrade pip
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+          cache: 'pip'
+          cache-dependency-path: '.github/requirements-python-lint.txt'
 
       - id: pip_install
-        run: pip install --upgrade isort~=5.0 flake8~=6.0 flake8-docstrings~=1.0
+        run: pip install -r '.github/requirements-python-lint.txt'
 
       - name: isort
         run: isort . --check --diff