diff --git a/.github/workflows/build.sh b/.github/workflows/build.sh
new file mode 100755
index 000000000..1909e0eb4
--- /dev/null
+++ b/.github/workflows/build.sh
@@ -0,0 +1,38 @@
+
+if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then
+  if [[ "$MB_PYTHON_VERSION" == "pypy3.6-7.3" ]]; then
+    # for https://foss.heptapod.net/pypy/pypy/-/issues/3229
+    # TODO remove when that is fixed
+    brew install tcl-tk
+  fi
+  # these cause a conflict with built webp and libtiff
+  brew remove --ignore-dependencies webp zstd xz libtiff
+fi
+
+if [[ "$MB_PYTHON_VERSION" == "pypy3.6-7.3" ]]; then
+  if [[ "$TRAVIS_OS_NAME" != "macos-latest" ]]; then
+    MB_ML_VER="2010"
+    DOCKER_TEST_IMAGE="multibuild/xenial_$PLAT"
+  else
+    MB_PYTHON_OSX_VER="10.9"
+  fi
+fi
+
+echo "::group::Install a virtualenv"
+  source multibuild/common_utils.sh
+  source multibuild/travis_steps.sh
+  # can't use default 7.3.1 on macOS due to https://foss.heptapod.net/pypy/pypy/-/issues/3229
+  LATEST_PP_7p3=7.3.2
+  pip install virtualenv
+  before_install
+echo "::endgroup::"
+
+echo "::group::Build wheel"
+  clean_code $REPO_DIR $BUILD_COMMIT
+  build_wheel $REPO_DIR $PLAT
+  ls -l "${GITHUB_WORKSPACE}/${WHEEL_SDIR}/"
+echo "::endgroup::"
+
+echo "::group::Test wheel"
+  install_run $PLAT
+echo "::endgroup::"
diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
new file mode 100644
index 000000000..e9ca07b13
--- /dev/null
+++ b/.github/workflows/wheels.yml
@@ -0,0 +1,104 @@
+
+name: Wheels
+
+on: [push, pull_request]
+
+env:
+  REPO_DIR: Pillow
+  BUILD_DEPENDS: ""
+  TEST_DEPENDS: "pytest pytest-cov"
+  MACOSX_DEPLOYMENT_TARGET: "10.10"
+  WHEEL_SDIR: wheelhouse
+
+jobs:
+  build:
+    name: ${{ matrix.python }} ${{ matrix.os-name }} ${{ matrix.platform }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ "ubuntu-16.04", "macos-latest" ]
+        python: [ "pypy3.6-7.3", "3.6", "3.7", "3.8", "3.9" ]
+        platform: [ "x86_64", "i686" ]
+        exclude:
+          - os: "macos-latest"
+            platform: "i686"
+        include:
+          - os: "macos-latest"
+            os-name: "osx"
+          - os: "ubuntu-16.04"
+            os-name: "xenial"
+    env:
+      BUILD_COMMIT: HEAD
+      PLAT: ${{ matrix.platform }}
+      MB_PYTHON_VERSION: ${{ matrix.python }}
+      TRAVIS_OS_NAME: ${{ matrix.os-name }}
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+      - uses: actions/setup-python@v2
+        with:
+          python-version: 3.9
+      - name: Build Wheel
+        run: .github/workflows/build.sh
+      - uses: actions/upload-artifact@v2
+        with:
+          name: wheels
+          path: wheelhouse/*.whl
+      # Uncomment to get SSH access for testing
+      # - name: Setup tmate session
+      #   if: failure()
+      #   uses: mxschmitt/action-tmate@v3
+
+  build-latest:
+    name: ${{ matrix.python }} ${{ matrix.os-name }} ${{ matrix.platform }} latest
+    runs-on: ${{ matrix.os }}
+    if: "!startsWith(github.ref, 'refs/tags/')"
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ "ubuntu-16.04", "macos-latest" ]
+        python: [ "pypy3.6-7.3", "3.6", "3.7", "3.8", "3.9" ]
+        platform: [ "x86_64", "i686" ]
+        exclude:
+          - os: "macos-latest"
+            platform: "i686"
+        include:
+          - os: "macos-latest"
+            os-name: "osx"
+          - os: "ubuntu-16.04"
+            os-name: "xenial"
+    env:
+      BUILD_COMMIT: master
+      PLAT: ${{ matrix.platform }}
+      MB_PYTHON_VERSION: ${{ matrix.python }}
+      TRAVIS_OS_NAME: ${{ matrix.os-name }}
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+      - uses: actions/setup-python@v2
+        with:
+          python-version: 3.9
+      - name: Build Wheel
+        run: .github/workflows/build.sh
+      - uses: actions/upload-artifact@v2
+        with:
+          name: wheels-latest
+          path: wheelhouse/*.whl
+
+  release:
+    name: Create Release
+    runs-on: ubuntu-latest
+    if: "startsWith(github.ref, 'refs/tags/')"
+    needs: build
+    steps:
+      - uses: actions/download-artifact@v2
+        with:
+          name: wheels
+      - name: Upload Release
+        uses: fnkr/github-action-ghr@v1.3
+        env:
+          GHR_PATH: .
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.travis.yml b/.travis.yml
index 2ffa1b71a..2f876ac46 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -16,84 +16,6 @@ services: docker
 
 jobs:
   include:
-    - name: "3.6 macOS"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      env:
-        - MB_PYTHON_VERSION=3.6
-
-    - name: "3.6 Xenial"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.6
-    - name: "3.6 Xenial 32-bit"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.6
-        - PLAT=i686
-
-    - name: "3.7 macOS"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      env:
-        - MB_PYTHON_VERSION=3.7
-    - name: "3.8 macOS"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      env:
-        - MB_PYTHON_VERSION=3.8
-    - name: "3.9 macOS"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      env:
-        - MB_PYTHON_VERSION=3.9
-
-    - name: "3.7 Xenial"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.7
-    - name: "3.7 Xenial 32-bit"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.7
-        - PLAT=i686
-    - name: "3.8 Xenial"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.8
-    - name: "3.8 Xenial 32-bit"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.8
-        - PLAT=i686
-    - name: "3.9 Xenial"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.9
-    - name: "3.9 Xenial 32-bit"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=3.9
-        - PLAT=i686
-
-    - name: "3.6 macOS PyPy"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      env:
-        - MB_PYTHON_VERSION=pypy3.6-7.3
-        - MB_PYTHON_OSX_VER=10.9
-    - name: "3.6 Xenial 64-bit PyPy"
-      os: linux
-      env:
-        - MB_PYTHON_VERSION=pypy3.6-7.3
-        - MB_ML_VER=2010
-        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
-
     - name: "3.6 Xenial aarch64"
       arch: arm64
       env:
@@ -125,112 +47,6 @@ jobs:
         - MB_PYTHON_VERSION=3.9
         - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
 
-    - name: "3.6 macOS latest"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.6
-        - LATEST="true"
-
-    - name: "3.6 Xenial latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.6
-        - LATEST="true"
-    - name: "3.6 Xenial 32-bit latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.6
-        - PLAT=i686
-        - LATEST="true"
-
-    - name: "3.7 macOS latest"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.7
-        - LATEST="true"
-    - name: "3.8 macOS latest"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.8
-        - LATEST="true"
-    - name: "3.9 macOS latest"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.9
-        - LATEST="true"
-
-    - name: "3.7 Xenial latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.7
-        - LATEST="true"
-    - name: "3.7 Xenial 32-bit latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.7
-        - PLAT=i686
-        - LATEST="true"
-    - name: "3.8 Xenial latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.8
-        - LATEST="true"
-    - name: "3.8 Xenial 32-bit latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.8
-        - PLAT=i686
-        - LATEST="true"
-    - name: "3.9 Xenial latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.9
-        - LATEST="true"
-    - name: "3.9 Xenial 32-bit latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=3.9
-        - PLAT=i686
-        - LATEST="true"
-
-    - name: "3.6 macOS PyPy latest"
-      os: osx
-      osx_image: xcode9.3
-      language: generic
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=pypy3.6-7.3
-        - MB_PYTHON_OSX_VER=10.9
-        - LATEST="true"
-    - name: "3.6 Xenial 64-bit PyPy latest"
-      os: linux
-      if: tag IS blank
-      env:
-        - MB_PYTHON_VERSION=pypy3.6-7.3
-        - MB_ML_VER=2010
-        - DOCKER_TEST_IMAGE=multibuild/xenial_{PLAT}
-        - LATEST="true"
-
     - name: "3.6 Xenial aarch64 latest"
       os: linux
       arch: arm64
diff --git a/config.sh b/config.sh
index 31549b2d8..c5d6326aa 100644
--- a/config.sh
+++ b/config.sh
@@ -52,29 +52,19 @@ function pre_build {
     CFLAGS="$CFLAGS -g -O2"
     build_jpeg
     CFLAGS=$ORIGINAL_CFLAGS
-    
+
     build_tiff
     build_libpng
     build_lcms2
     build_openjpeg
 
-    if [ -n "$IS_OSX" ]; then
-        # Custom flags to allow building on OS X 10.10 and 10.11
-        build_giflib
-        
-        ORIGINAL_CPPFLAGS=$CPPFLAGS
-        CPPFLAGS=""
-    fi
     CFLAGS="$CFLAGS -O3 -DNDEBUG"
     build_libwebp
     CFLAGS=$ORIGINAL_CFLAGS
-    if [ -n "$IS_OSX" ]; then
-        CPPFLAGS=$ORIGINAL_CPPFLAGS
-    fi
 
     if [ -n "$IS_OSX" ]; then
         # Custom freetype build
-        build_simple freetype $FREETYPE_VERSION https://download.savannah.gnu.org/releases/freetype tar.gz --with-harfbuzz=no
+        build_simple freetype $FREETYPE_VERSION https://download.savannah.gnu.org/releases/freetype tar.gz --with-harfbuzz=no --with-brotli=no
     else
         build_freetype
     fi