diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 4d1a90d..92d1441 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -14,7 +14,17 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
+        os: [ubuntu-latest]
         python-version: [2.7, 3.6, 3.7, 3.8, 3.9]
+        include:
+          # Kodi Leia on Windows uses a bundled Python 2.7
+          - os: windows-latest
+            python-version: 2.7
+          # Kodi Matrix on Windows uses a bundled Python 3.8
+          - os: windows-latest
+            python-version: 3.8
+          - os: windows-latest
+            python-version: 3.9
     steps:
       - name: Check out ${{ github.sha }} from repository ${{ github.repository }}
         uses: actions/checkout@v2
@@ -22,10 +32,13 @@ jobs:
         uses: actions/setup-python@v1
         with:
           python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
+      - name: Install dependencies (linux)
+        if: matrix.os == 'ubuntu-latest'
         run: |
           sudo apt-get install gettext
           sudo pip install coverage --install-option="--install-scripts=/usr/bin"
+      - name: Install dependencies
+        run: |
           python -m pip install --upgrade pip
           pip install -r requirements.txt
       - name: Run pylint
@@ -33,6 +46,7 @@ jobs:
       - name: Run tox
         run: make check-tox
       - name: Check translations
+        if: matrix.os == 'ubuntu-latest'
         run: make check-translations
       - name: Run unit tests
         run: coverage run -m unittest discover
@@ -46,5 +60,6 @@ jobs:
 #          ADDON_PASSWORD: ${{ secrets.ADDON_PASSWORD }}
 #          ADDON_USERNAME: ${{ secrets.ADDON_USERNAME }}
       - name: Upload code coverage to CodeCov
+        if: matrix.os == 'ubuntu-latest'
         uses: codecov/codecov-action@v1
         continue-on-error: true