diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 24004c5..2b048f2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -54,8 +54,8 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v4
-    -
-      uses: actions/setup-python@v5
+    - uses: Swatinem/rust-cache@v2
+    - uses: actions/setup-python@v5
       with:
         python-version: '3.13'
         cache: 'pip'
@@ -84,13 +84,14 @@ jobs:
         os: [ubuntu-latest]
         python-version: ['3.10', '3.11', '3.12', '3.13']
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-          cache: 'pip'
-          cache-dependency-path: 'python/requirements-dev.txt'
-      - name: Run tests
-        run: |
-          make -C python pip-install
-          make -C python test
+    - uses: actions/checkout@v3
+    - uses: Swatinem/rust-cache@v2
+    - uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+        cache: 'pip'
+        cache-dependency-path: 'python/requirements-dev.txt'
+    - name: Run tests
+      run: |
+        make -C python pip-install
+        make -C python test