diff --git a/.github/workflows/release-artifacts.yml b/.github/workflows/release-artifacts.yml
index 5d4a4fe1d6..9f0feffd94 100644
--- a/.github/workflows/release-artifacts.yml
+++ b/.github/workflows/release-artifacts.yml
@@ -102,7 +102,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ubuntu-20.04, macos-11]
+        os: [ubuntu-20.04, macos-12]
         arch: [x86_64, aarch64]
         # is_pr is a flag used to exclude certain jobs from the matrix on PRs.
         # It is not read by the rest of the workflow.
@@ -112,9 +112,9 @@ jobs:
         exclude:
           # Don't build macos wheels on PR CI.
           - is_pr: true
-            os: "macos-11"
+            os: "macos-12"
           # Don't build aarch64 wheels on mac.
-          - os: "macos-11"
+          - os: "macos-12"
             arch: aarch64
           # Don't build aarch64 wheels on PR CI.
           - is_pr: true
@@ -130,7 +130,7 @@ jobs:
           python-version: "3.x"
 
       - name: Install cibuildwheel
-        run: python -m pip install cibuildwheel==2.16.2
+        run: python -m pip install cibuildwheel==2.19.1
 
       - name: Set up QEMU to emulate aarch64
         if: matrix.arch == 'aarch64'
diff --git a/changelog.d/17319.misc b/changelog.d/17319.misc
new file mode 100644
index 0000000000..6bb0eb6ade
--- /dev/null
+++ b/changelog.d/17319.misc
@@ -0,0 +1 @@
+Switch to macOS 12 runners to fix building of wheels for macOS.