diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..59142fd
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,53 @@
+name: Release
+
+on:
+  push:
+    tags:
+    - '*'
+
+jobs:
+  build:
+    if: github.repository == 'jazzband/django-analytical'
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: 3.8
+
+      - name: Get pip cache dir
+        id: pip-cache
+        run: |
+          echo "::set-output name=dir::$(pip cache dir)"
+
+      - name: Cache
+        uses: actions/cache@v2
+        with:
+          path: ${{ steps.pip-cache.outputs.dir }}
+          key: release-${{ hashFiles('**/setup.py') }}
+          restore-keys: |
+            release-
+
+      - name: Install dependencies
+        run: |
+          python -m pip install -U pip
+          python -m pip install -U setuptools twine wheel
+
+      - name: Build package
+        run: |
+          python setup.py --version
+          python setup.py sdist --format=gztar bdist_wheel
+          twine check dist/*
+
+      - name: Upload packages to Jazzband
+        if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
+        uses: pypa/gh-action-pypi-publish@master
+        with:
+          user: jazzband
+          password: ${{ secrets.JAZZBAND_RELEASE_KEY }}
+          repository_url: https://jazzband.co/projects/django-analytical/upload
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..f8f8a5a
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,47 @@
+name: Test
+
+on: [push, pull_request]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      max-parallel: 5
+      matrix:
+        python-version: [2.7, 3.5, 3.6, 3.7, 3.8]
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Get pip cache dir
+      id: pip-cache
+      run: |
+        echo "::set-output name=dir::$(pip cache dir)"
+
+    - name: Cache
+      uses: actions/cache@v2
+      with:
+        path: ${{ steps.pip-cache.outputs.dir }}
+        key:
+          -${{ matrix.python-version }}-v1-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          -${{ matrix.python-version }}-v1-
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install --upgrade tox tox-gh-actions
+
+    - name: Tox tests
+      run: |
+        tox -v
+
+    - name: Upload coverage
+      uses: codecov/codecov-action@v1
+      with:
+        name: Python ${{ matrix.python-version }}
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index b00cac1..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,55 +0,0 @@
-os: linux
-dist: xenial
-language: python
-python:
-- 3.4
-- 3.5
-- 3.6
-- 3.7
-- 3.8
-
-env:
-- DJANGO=1.11
-- DJANGO=2.2
-- DJANGO=3.0
-
-install:
-- pip install tox-travis
-script:
-- tox
-
-stages:
-- lint
-- test
-- deploy
-
-jobs:
-  allow_failures:
-  - env: TOXENV=bandit
-  exclude:
-  # Python/Django combinations that aren't officially supported
-  - { stage: test, python: 3.4, env: DJANGO=2.2 }
-  - { stage: test, python: 3.4, env: DJANGO=3.0 }
-  - { stage: test, python: 3.5, env: DJANGO=3.0 }
-  - { stage: test, python: 3.8, env: DJANGO=1.11 }
-  include:
-  - { stage: lint, python: 3.7, env: TOXENV=flake8 }
-  - { stage: lint, python: 3.7, env: TOXENV=bandit }
-  - { stage: lint, python: 3.7, env: TOXENV=readme }
-  - { stage: test, python: 2.7, env: DJANGO=1.11 }
-  - stage: deploy
-    if: tag is present
-    deploy:
-      provider: pypi
-      server: https://jazzband.co/projects/django-analytical/upload
-      distributions: sdist bdist_wheel
-      username: jazzband
-      password:
-        secure: JCr5hRjAeXuiISodCJf8HWd4BTJMpl2eiHI8NciPaSM9WwOOeUXxmlcP8+lWlXxgM4BYUC/O7Q90fkwj5x06n+z4oyJSEVerTvCDcpeZ68KMMG1tR1jTbHcxfEKoEvcs2J0fThJ9dIMtfbtUbIpzusJHkZPjsIy8HAJDw8knnJs=
-      on:
-        tags: true
-        repo: jazzband/django-analytical
-    env:
-    install: skip
-    script: skip
-    python: 3.7
diff --git a/README.rst b/README.rst
index 0fa7527..2c5dc22 100644
--- a/README.rst
+++ b/README.rst
@@ -26,12 +26,12 @@ an asynchronous version of the Javascript code if possible.
 .. |latest-version| image:: https://img.shields.io/pypi/v/django-analytical.svg
    :alt: Latest version on PyPI
    :target: https://pypi.org/project/django-analytical/
-.. |build-status| image:: https://img.shields.io/travis/jazzband/django-analytical/master.svg
-   :alt: Build status
-   :target: https://travis-ci.org/jazzband/django-analytical
-.. |coverage| image:: https://img.shields.io/coveralls/github/jazzband/django-analytical/master.svg
+.. |build-status| image:: https://github.com/jazzband/django-analytical/workflows/Test/badge.svg
+   :target: https://github.com/jazzband/django-analytical/actions
+   :alt: GitHub Actions
+.. |coverage| image:: https://codecov.io/gh/jazzband/django-analytical/branch/master/graph/badge.svg
    :alt: Test coverage
-   :target: https://coveralls.io/r/jazzband/django-analytical
+   :target: https://codecov.io/gh/jazzband/django-analytical
 .. |python-support| image:: https://img.shields.io/pypi/pyversions/django-analytical.svg
    :target: https://pypi.org/project/django-analytical/
    :alt: Python versions
diff --git a/tox.ini b/tox.ini
index d67f7c9..831fc68 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,69 +1,54 @@
 [tox]
 envlist =
     # Python/Django combinations that are officially supported
-    py{27,34,35,36,37}-django111
+    py{27,35,36,37}-django111
     py{35,36,37,38}-django22
     py{36,37,38}-django30
-    flake8
-    bandit
-    readme
-    docs
-    clean
+    py37-{flake8,bandit,readme,docs}
 
 [testenv]
 description = Unit tests
 deps =
     coverage
-    coveralls
     django111: Django>=1.11,<2.0
     django22: Django>=2.2,<3.0
     django30: Django>=3.0,<3.1
 commands =
     coverage run setup.py test
-    sh -c 'coveralls | true'
-passenv = TRAVIS TRAVIS_JOB_ID TRAVIS_BRANCH
-whitelist_externals = sh
+    coverage xml
 
-[testenv:bandit]
+[gh-actions]
+python =
+    2.7: py27
+    3.5: py35
+    3.6: py36
+    3.7: py37
+    3.8: py38
+
+[testenv:py37-bandit]
 description = PyCQA security linter
 deps = bandit<1.6
-commands = bandit -r --ini tox.ini
+commands = - bandit -r --ini tox.ini
+ignore_errors = true
 
-[testenv:clean]
-description = Clean up bytecode and build artifacts
-deps =
-commands =
-    rm -rf .tox/ django_analytical.egg-info/ build/ dist/ docs/_build/
-    find {toxinidir} -type f -name '*.pyc' -delete
-    find {toxinidir} -type d -name '__pycache__' -delete
-whitelist_externals =
-    find
-    rm
-
-[testenv:docs]
+[testenv:py37-docs]
 description = Build the HTML documentation
 deps = sphinx
 commands = sphinx-build -b html -d docs/_build/doctrees docs docs/_build/html
 whitelist_externals = make
 
-[testenv:flake8]
+[testenv:py37-flake8]
 description = Static code analysis and code style
 deps = flake8
 commands = flake8
 
-[testenv:readme]
+[testenv:py37-readme]
 description = Ensure README renders on PyPI
 deps = twine
 commands =
     {envpython} setup.py -q sdist bdist_wheel
     twine check dist/*
 
-[travis:env]
-DJANGO =
-    1.11: django111
-    2.2: django22
-    3.0: django30
-
 [bandit]
 exclude = .cache,.git,.tox,build,dist,docs,tests
 targets = .