diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml
new file mode 100644
index 0000000..a233f4a
--- /dev/null
+++ b/.github/workflows/python-tests.yml
@@ -0,0 +1,43 @@
+name: Run unit tests
+
+on:
+  pull_request:
+  push:
+    branches:
+    - master
+    tags:
+  workflow_dispatch:
+  schedule:
+    # Run every Sunday at 03:53 UTC
+    - cron: 53 3 * * *
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.6, 3.7, 3.8, pypy3]
+
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        fetch-depth: 0
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install FFmpeg
+      run: |
+        sudo apt install ffmpeg
+        ffmpeg -version
+    - name: Install Tox
+      run: python -m pip install tox tox-gh-actions coverage
+    - name: Run Tox
+      run: tox
+    - name: Convert coverage
+      run: python -m coverage xml
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v1
+      with:
+        fail_ci_if_error: true
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index a019d9b..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-language: python
-cache: pip
-dist: xenial
-
-matrix:
-  include:
-    - python: 3.6
-      before_install:
-        - sudo add-apt-repository ppa:mc3man/xerus-media -y
-        - sudo apt-get update -qq
-        - sudo apt-get install -qq ubuntu-restricted-extras ffmpeg
-      before_script:
-        ffmpeg --help
-    - python: 3.7
-      before_install:
-        - sudo add-apt-repository ppa:mc3man/xerus-media -y
-        - sudo apt-get update -qq
-        - sudo apt-get install -qq ubuntu-restricted-extras ffmpeg
-      before_script:
-        ffmpeg --help
-    - python: 3.8
-      before_install:
-        - sudo add-apt-repository ppa:mc3man/xerus-media -y
-        - sudo apt-get update -qq
-        - sudo apt-get install -qq ubuntu-restricted-extras ffmpeg
-      before_script:
-        ffmpeg --help
-    - python: 3.8
-      env: TOXENV=doc
-    - python: 3.8
-      env: TOXENV=check
-  allow_failures:
-    - env: TOXENV=check
-
-install: pip install -U tox-travis
-
-script: tox -- -v
-
-after_success:
-  - pip install codecov
-  - codecov
-
-notifications:
-    irc: "chat.freenode.net#sigal"
diff --git a/README.rst b/README.rst
index be7bec1..27ca6d7 100644
--- a/README.rst
+++ b/README.rst
@@ -1,9 +1,9 @@
 Sigal - Simple Static Gallery Generator
 =======================================
 
-.. image:: https://secure.travis-ci.org/saimn/sigal.png?branch=master
-   :target: https://travis-ci.org/saimn/sigal
-   :alt: Travis-ci: continuous integration status.
+.. image:: https://github.com/saimn/sigal/workflows/CI/badge.svg?branch=master
+   :target: https://github.com/saimn/sigal/actions?workflow=CI
+   :alt: CI Status
 
 .. image:: https://codecov.io/gh/saimn/sigal/branch/master/graph/badge.svg
    :target: https://codecov.io/gh/saimn/sigal
diff --git a/tox.ini b/tox.ini
index 57777b3..d5bb105 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,18 +1,22 @@
 [tox]
-envlist = py{36,37,38}
+envlist = py{36,37,38}-pillow{70,71,-latest},pypy3,check
 skip_missing_interpreters = True
 
-[travis]
+[gh-actions]
 python =
-    3.6: py36
-    3.7: py37
-    3.8: py38
+    3.6: py36-pillow70
+    3.7: py37-pillow71
+    3.8: py38-pillow-latest, check
+    pypy3: pypy3
 
 [testenv]
+deps =
+    pillow6: Pillow==6.0.0
+    pillow7: Pillow==7.0.0
 extras =
     all
     tests
-commands = pytest --cov sigal --cov-report term-missing tests/
+commands = pytest --cov sigal --cov-report term tests/
 
 [testenv:check]
 deps =