diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
new file mode 100644
index 00000000..84ee2faf
--- /dev/null
+++ b/.github/workflows/main.yml
@@ -0,0 +1,68 @@
+name: Tests
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+
+jobs:
+  tests:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        include: 
+          - python-version: "2.7"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "2.7"
+            env:
+              TOXENV: "json"
+          - python-version: "pypy3"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "pypy3"
+            env:
+              TOXENV: "json"
+
+          - python-version: "3.6"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "3.6"
+            env:
+              TOXENV: "json"
+          - python-version: "3.7"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "3.7"
+            env:
+              TOXENV: "json"
+          - python-version: "3.8"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "3.8"
+            env:
+              TOXENV: "json"
+          - python-version: "3.9"
+            env:
+              TOXENV: "msgpack"
+          - python-version: "3.9"
+            env:
+              TOXENV: "json"
+  
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Run tests
+      env: ${{ matrix.env }}
+      run: |
+        pip install -U tox
+        tox
+
+    - name: Upload to codecov
+      uses: codecov/codecov-action@v2
\ No newline at end of file
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 00000000..ef18faf6
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,26 @@
+name: Publish
+on: 
+  release:
+    types: [published]
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Set up Python 3
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3
+
+    - name: Build distribution
+      run: |
+        pip install -U setuptools wheel
+        python setup.py sdist bdist_wheel
+    
+    - name: Publish to PyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        password: ${{ secrets.PYPI_TOKEN }}
\ No newline at end of file
diff --git a/.travis-workarounds.sh b/.travis-workarounds.sh
deleted file mode 100755
index 5c34e54f..00000000
--- a/.travis-workarounds.sh
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/bin/bash
-set -e
-set -x
-
-if [[ "${TOXENV}" == "pypy" ]]; then
-    sudo add-apt-repository -y ppa:pypy/ppa
-    sudo apt-get -qy update
-    sudo apt-get install -y pypy pypy-dev
-    # This is required because we need to get rid of the Travis installed PyPy
-    # or it'll take precedence over the PPA installed one.
-    sudo rm -rf /usr/local/pypy/bin
-fi
-
-# Workaround travis-ci/travis-ci#2065
-pip install -U wheel
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 010be11a..00000000
--- a/.travis.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-language: python
-matrix:
-  include:
-    - python: 2.7
-      env: TOXENV=py27-json
-    - python: 2.7
-      env: TOXENV=py27-msgpack
-    - python: pypy
-      env: TOXENV=pypy-json
-    - python: pypy
-      env: TOXENV=pypy-msgpack
-    - python: 3.5
-      env: TOXENV=py35-json
-    - python: 3.5
-      env: TOXENV=py35-msgpack
-    - python: 3.6
-      env: TOXENV=py36-json
-    - python: 3.6
-      env: TOXENV=py36-msgpack
-    - python: 3.7
-      dist: xenial
-      env: TOXENV=py37-json
-    - python: 3.7
-      dist: xenial
-      env: TOXENV=py37-msgpack
-install:
-  - pip install -U tox coverage codecov pytest-xdist
-script:
-  - tox
-after_success:
-  - codecov
-cache:
-  directories:
-    - $HOME/.cache/pip
-deploy:
-  provider: pypi
-  distributions: sdist bdist_wheel
-  on:
-    tags: true
-    condition: $TOXENV == py27-msgpack && $TRAVIS_TAG =~ ^[0-9]+[.][0-9]+[.][0-9]+(rc[0-9]+|[.]dev[0-9]+)?$
-  user: scrapinghub
-  password:
-    secure: SMPghJT7GScj6jQBimk8r58vRNfbKQQkXvfh5DJC38d0XeNtpBJQ750LT7Zlw8R+qAadT8sA7M1YYZY8mIQgdakQv48zX7EVxyc/8a2rAOF9p/ikRn0Dc50Qzr9U5Rtbsp7PMYlmUyeo9VjrStPPkHUPW2Q7vprTpdFrlDaf3WA=
diff --git a/tox.ini b/tox.ini
index 94e8ec58..950b849c 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py{27,py,35,36,37}-{json,msgpack}
+envlist = py{36,py3,37,38,39}-{json,msgpack}
 
 [testenv]
 deps =
@@ -12,4 +12,4 @@ deps =
     -r{toxinidir}/requirements-test.txt
     msgpack: -r{toxinidir}/requirements.txt
     pypy-msgpack: -r{toxinidir}/requirements-pypy.txt
-commands = py.test --cov=scrapinghub --cov-report=
+commands = py.test --cov=scrapinghub --cov-report=xml
\ No newline at end of file