diff --git a/.github/workflows/meta-checks.yml b/.github/workflows/meta-checks.yml
index 41a944e63..0e2b425ee 100644
--- a/.github/workflows/meta-checks.yml
+++ b/.github/workflows/meta-checks.yml
@@ -13,6 +13,20 @@ jobs:
     runs-on: ${{ matrix.os }}
 
     steps:
+    - name: Get pip cache dir
+      id: pip-cache
+      shell: bash
+      run: |
+        echo "dir=$(pip cache dir)" >> $GITHUB_OUTPUT
+
+    - name: cache
+      uses: actions/cache@v4
+      with:
+        path: ${{ steps.pip-cache.outputs.dir }}
+        key: ${{ runner.os }}-${{ matrix.python-version }}-pip-${{ hashFiles('pyproject.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-${{ matrix.python-version }}-pip-
+
     - uses: actions/checkout@v4
 
     - name: Set up Python ${{ matrix.python-version }} on ${{ matrix.os }}
diff --git a/.github/workflows/run-tests.yml b/.github/workflows/run-tests.yml
index ac622795a..2e197cf20 100644
--- a/.github/workflows/run-tests.yml
+++ b/.github/workflows/run-tests.yml
@@ -18,6 +18,20 @@ jobs:
     runs-on: ${{ matrix.os }}
 
     steps:
+    - name: Get pip cache dir
+      id: pip-cache
+      shell: bash
+      run: |
+        echo "dir=$(pip cache dir)" >> $GITHUB_OUTPUT
+
+    - name: cache
+      uses: actions/cache@v4
+      with:
+        path: ${{ steps.pip-cache.outputs.dir }}
+        key: ${{ runner.os }}-${{ matrix.python-version }}-pip-${{ hashFiles('pyproject.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-${{ matrix.python-version }}-pip-
+
     - uses: actions/checkout@v4
 
     - name: Set up Python ${{ matrix.python-version }} on ${{ matrix.os }}