diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 0000000..39ed69d
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,51 @@
+name: Build
+
+on:
+  push:
+    branches:
+      - master
+
+  pull_request:
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        container:
+          - image: python:3.7
+            toxenv: py37
+          - image: python:3.8
+            toxenv: py38
+          - image: python:3.9
+            toxenv: py39
+
+    container:
+      image: ${{ matrix.container.image }}
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Install dependencies
+      run: |
+        pip install -r requirements.txt
+    - name: Tox
+      run: |
+        tox -f ${{ matrix.container.toxenv }}
+    - name: Upload Coverage
+      run: coveralls
+      env:
+        GITHUB_TOKEN: ${{ secrets.github_token }}
+        COVERALLS_FLAG_NAME: ${{ matrix.container.image }}
+        COVERALLS_PARALLEL: true
+
+  finish:
+    needs: build
+    runs-on: ubuntu-latest
+    container: python:3-slim
+    steps:
+    - name: Coveralls Finished
+      run: |
+        pip3 install -U coveralls
+        coveralls --finish
+      env:
+        GITHUB_TOKEN: ${{ secrets.github_token }}
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 02a90d4..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,22 +0,0 @@
----
-language: python
-branches:
-  only:
-    - master
-cache:
-  directories:
-    - $HOME/.cache/pip
-    - $HOME/.cache/pre-commit
-
-python:
-  - "3.7"
-  - "3.8"
-
-install:
-  - pip install tox-travis
-
-script:
-  - tox
-
-after_success:
-  coveralls
diff --git a/README.rst b/README.rst
index 487f8fc..b0f819b 100644
--- a/README.rst
+++ b/README.rst
@@ -7,8 +7,8 @@ Django REST Dataclasses
 
 Provides serializers for dataclasses
 
-.. |Build Status| image:: https://travis-ci.com/shosca/django-rest-dataclasses.svg?branch=master
-   :target: https://travis-ci.com/shosca/django-rest-dataclasses
+.. |Build Status| image:: https://github.com/shosca/django-rest-dataclasses/workflows/Build/badge.svg?branch=master
+   :target: https://github.com/shosca/django-rest-dataclasses/actions?query=workflow%3ABuild+branch%3Amaster
 .. |PyPI version| image:: https://badge.fury.io/py/django-rest-dataclasses.svg
    :target: https://badge.fury.io/py/django-rest-dataclasses
 .. |Coveralls Status| image:: https://coveralls.io/repos/github/shosca/django-rest-dataclasses/badge.svg?branch=master
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..2ab9fac
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,31 @@
+version: '3.7'
+
+services:
+  py36: &base
+    image: python:3.6
+    working_dir: /code
+    entrypoint: /code/entrypoint.sh
+    command: tox -f py36
+    volumes:
+    - .:/code
+    - /tmp:/root/.cache
+
+  py37:
+    image: python:3.7
+    command: tox -f py37
+    <<: *base
+
+  py38:
+    image: python:3.8
+    command: tox -f py38
+    <<: *base
+
+  py39:
+    image: python:3.9
+    command: tox -f py39
+    <<: *base
+
+  pypy36:
+    image: pypy:3.6
+    command: tox -f pypy36
+    <<: *base
diff --git a/entrypoint.sh b/entrypoint.sh
new file mode 100755
index 0000000..bf4cd82
--- /dev/null
+++ b/entrypoint.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+pip install -r requirements.txt
+
+exec "$@"
diff --git a/requirements.txt b/requirements.txt
index e01a0d5..5fb06de 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,17 +1,20 @@
 -e .
+Sphinx
+coreapi
+coreschema
+coveralls
+flake8
+flake8-bugbear
+flake8-comprehensions
+flake8-django
+gitchangelog
+pre_commit
+pdbpp
 pytest
 pytest-cov
-flake8
-flake8-bugbear; python_version > '2.7'
 simplejson
 sphinx-autobuild
-gitchangelog
-yapf
-pdbpp
-pre_commit
-Sphinx
 sphinx_rtd_theme
-mock; python_version <= '2.7'
 tox
+tox-factor
 tox-pyenv
-coveralls
diff --git a/tox.ini b/tox.ini
index 47957b1..41c976d 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,9 +1,9 @@
 [tox]
 skipsdist = true
 envlist =
-    {py37,py38}-{dj20,dj21,dj22}-{drf38,drf39,drf310}
-    {py37,py38}-{dj30}-{drf310}
-    {py37,py38}-{dj31}-{drf311}
+    {py37,py38,py39}-{dj20,dj21,dj22}-{drf38,drf39,drf310}
+    {py37,py38,py39}-{dj30}-{drf310}
+    {py37,py38,py39}-{dj31}-{drf311}
 
 [testenv]
 passenv =
@@ -17,33 +17,25 @@ passenv =
 basepython =
     py37: python3.7
     py38: python3.8
+    py39: python3.9
 deps =
-    dj11: django<2
-    dj20: django<2.1
-    dj21: django<2.2
-    dj22: django<2.3
-    dj30: django<3.1
-    dj31: django<3.2
-    drf38: djangorestframework<3.9
-    drf39: djangorestframework<3.10
-    drf310: djangorestframework<3.11
-    drf311: djangorestframework<4
+    dj11: django==1.11.*
+    dj20: django==2.0.*
+    dj21: django==2.1.*
+    dj22: django==2.2.*
+    dj30: django==3.0.*
+    dj31: django==3.1.*
+    drf38: djangorestframework==3.8.*
+    drf39: djangorestframework==3.9.*
+    drf310: djangorestframework==3.10.*
+    drf311: djangorestframework==3.11.*
     -rrequirements.txt
 setenv =
-    COVERAGE_FLAGS =
+    COVERAGE_FLAGS = --cov-fail-under=100
 whitelist_externals =
     make
 commands =
     pip freeze
     make coverage
-
-[testenv:py37]
-setenv =
-    COVERAGE_FLAGS = --cov-fail-under=100
-
-[testenv:py38]
-setenv =
-    COVERAGE_FLAGS = --cov-fail-under=100
-
 commands_pre =
     make lint