diff --git a/.ci/requirements-cibw.txt b/.ci/requirements-cibw.txt
new file mode 100644
index 00000000000..dd61634cd31
--- /dev/null
+++ b/.ci/requirements-cibw.txt
@@ -0,0 +1 @@
+cibuildwheel==2.16.2
diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
index 8e73fe3750d..1b141b14fbf 100644
--- a/.github/workflows/wheels.yml
+++ b/.github/workflows/wheels.yml
@@ -52,10 +52,14 @@ jobs:
         with:
           submodules: true
 
-      - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+      - uses: actions/setup-python@v4
         with:
-          output-dir: wheelhouse
+          python-version: "3.x"
+
+      - name: Build wheels
+        run: |
+          python3 -m pip install -r .ci/requirements-cibw.txt
+          python3 -m cibuildwheel --output-dir wheelhouse
         env:
           CIBW_ARCHS: ${{ matrix.archs }}
           CIBW_BUILD: ${{ matrix.build }}
diff --git a/.travis.yml b/.travis.yml
index 25c76073cd2..4005dbcf036 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -35,7 +35,7 @@ jobs:
         - CIBW_BUILD="*musllinux*"
 
 install:
-    - python3 -m pip install cibuildwheel==2.16.2
+    - python3 -m pip install -r .ci/requirements-cibw.txt
 
 script:
     - python3 -m cibuildwheel --output-dir wheelhouse