diff --git a/.github/workflows/python-release.yml b/.github/workflows/python-release.yml
index 2555c21a57..c70956376b 100644
--- a/.github/workflows/python-release.yml
+++ b/.github/workflows/python-release.yml
@@ -97,6 +97,7 @@ jobs:
     strategy:
       matrix:
         os: [ ubuntu-22.04, windows-2022, macos-13, macos-14, macos-15 ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
       - uses: actions/checkout@v4
@@ -105,21 +106,35 @@ jobs:
 
       - uses: actions/setup-python@v5
         with:
-          python-version: |
-            3.9
-            3.10
-            3.11
-            3.12
+          python-version: ${{ matrix.python-version }}
 
       - name: Install poetry
         run: pip install poetry
 
+      - name: Cache Poetry
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/pypoetry
+          key: ${{ runner.os }}-poetry-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml', 'poetry.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-poetry-${{ matrix.python-version }}-
+            ${{ runner.os }}-poetry-
+
       # Publish the source distribution with the version that's in
       # the repository, otherwise the tests will fail
       - name: Compile source distribution
         run: python3 -m poetry build --format=sdist
         if: startsWith(matrix.os, 'ubuntu')
 
+      - name: Set up cache for cibuildwheel output
+        uses: actions/cache@v3
+        with:
+          path: wheelhouse
+          key: ${{ runner.os }}-cibuildwheel-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml') }}
+          restore-keys: |
+            ${{ runner.os }}-cibuildwheel-${{ matrix.python-version }}-
+            ${{ runner.os }}-cibuildwheel-
+
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.22.0
         with:
@@ -224,6 +239,7 @@ jobs:
     strategy:
       matrix:
         os: [ ubuntu-22.04, windows-2022, macos-13, macos-14, macos-15 ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
       - uses: actions/checkout@v4
@@ -232,11 +248,7 @@ jobs:
 
       - uses: actions/setup-python@v5
         with:
-          python-version: |
-            3.9
-            3.10
-            3.11
-            3.12
+          python-version: ${{ matrix.python-version }}
 
       - name: Install poetry
         run: pip install poetry
@@ -244,12 +256,30 @@ jobs:
       - name: Set version with RC
         run: python -m poetry version "${{ env.RELEASE_CANDIDATE }}"
 
+      - name: Cache Poetry
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/pypoetry
+          key: ${{ runner.os }}-poetry-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml', 'poetry.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-poetry-${{ matrix.python-version }}-
+            ${{ runner.os }}-poetry-
+
       # Publish the source distribution with the version that's in
       # the repository, otherwise the tests will fail
       - name: Compile source distribution
         run: python3 -m poetry build --format=sdist
         if: startsWith(matrix.os, 'ubuntu')
 
+      - name: Set up cache for cibuildwheel output
+        uses: actions/cache@v3
+        with:
+          path: wheelhouse
+          key: ${{ runner.os }}-cibuildwheel-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml') }}
+          restore-keys: |
+            ${{ runner.os }}-cibuildwheel-${{ matrix.python-version }}-
+            ${{ runner.os }}-cibuildwheel-
+
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.22.0
         with: