diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..ca30d12
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,33 @@
+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 TestPyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        password: ${{ secrets.TEST_PYPI_TOKEN }}
+        repository_url: https://test.pypi.org/legacy/
+        skip_existing: true
+
+    - name: Publish to PyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        password: ${{ secrets.PYPI_TOKEN }}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
new file mode 100644
index 0000000..4758273
--- /dev/null
+++ b/.github/workflows/tests.yml
@@ -0,0 +1,51 @@
+name: Tests
+on: [push, pull_request]
+
+jobs:
+  tests:
+    if: github.event_name == 'push' || github.event.pull_request.head.repo.full_name != github.repository
+    runs-on: ${{ matrix.os || 'ubuntu-latest' }}
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+        - os: ubuntu-18.04
+          python-version: 2.7
+          env:
+            TOXENV: py27-scrapy10
+        - os: ubuntu-18.04
+          python-version: 2.7
+          env:
+            TOXENV: py27
+        - os: ubuntu-18.04
+          python-version: 3.4
+          env:
+            TOXENV: py
+        - os: ubuntu-18.04
+          python-version: 3.5
+          env:
+            TOXENV: py35
+        - python-version: 3.6
+          env:
+            TOXENV: py
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Run Splash
+      run: |
+        docker run --rm -d -p 8050:8050 --network host scrapinghub/splash
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Run tests
+      env: ${{ matrix.env }}
+      run: |
+        pip install -U tox
+        SPLASH_URL=http://127.0.0.1:8050 tox
+
+    - name: Upload coverage report
+      run: bash <(curl -s https://codecov.io/bash)
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 4eb6577..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-language: python
-sudo: required
-
-services:
-    - docker
-
-branches:
-    only:
-        - master
-        - /^\d\.\d+$/
-
-matrix:
-    include:
-        - python: 2.7
-          env: TOXENV=py27
-        - python: 3.4
-          env: TOXENV=py34
-        - python: 3.5
-          env: TOXENV=py35
-        - python: 3.6
-          env: TOXENV=py36
-        - python: 2.7
-          env: TOXENV=py27-scrapy10
-
-before_install:
-    - docker pull scrapinghub/splash
-    - docker run --rm -d -p 8050:8050 --network host scrapinghub/splash
-
-install:
-    - pip install -U tox codecov
-
-script: SPLASH_URL=http://127.0.0.1:8050 tox
-
-after_success:
-    - codecov
-
-cache:
-    directories:
-        - $HOME/.cache/pip
diff --git a/README.rst b/README.rst
index 91b8855..dce25f9 100644
--- a/README.rst
+++ b/README.rst
@@ -6,8 +6,8 @@ Scrapy & JavaScript integration through Splash
    :target: https://pypi.python.org/pypi/scrapy-splash
    :alt: PyPI Version
 
-.. image:: https://travis-ci.org/scrapy-plugins/scrapy-splash.svg?branch=master
-   :target: http://travis-ci.org/scrapy-plugins/scrapy-splash
+.. image:: https://github.com/scrapy-plugins/scrapy-splash/workflows/Build/badge.svg
+   :target: https://github.com/scrapy-plugins/scrapy-splash/actions
    :alt: Build Status
 
 .. image:: http://codecov.io/github/scrapy-plugins/scrapy-splash/coverage.svg?branch=master
diff --git a/requirements-py3.txt b/requirements-py3.txt
deleted file mode 100644
index 283e188..0000000
--- a/requirements-py3.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-scrapy>=1.1.0rc3
-service_identity
-six
diff --git a/requirements-test.txt b/requirements-test.txt
deleted file mode 100644
index 773a2d8..0000000
--- a/requirements-test.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-pytest >= 3.3.2
-pytest-cov >= 2.5.1
-pytest-twisted >= 1.6
-pytest-xdist >= 1.22
-hypothesis >= 3.44.14
-hypothesis-pytest
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 3c539cc..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-scrapy
-service_identity
-six
diff --git a/tox.ini b/tox.ini
index fd20a72..64865c5 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,34 +4,44 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py27,py34,py35,py36,py27-scrapy10
+envlist = py27-scrapy10,py27,py34,py35,py36
+
+[common]
+deps =
+    pytest >= 3.3.2
+    pytest-cov >= 2.5.1
+    pytest-twisted >= 1.6
+    pytest-xdist >= 1.22
+    hypothesis >= 3.44.14
+    hypothesis-pytest
+    service_identity
 
 [testenv]
 passenv = SPLASH_URL
 deps =
-    -rrequirements-test.txt
-    -rrequirements.txt
-
+    {[common]deps}
+    scrapy
 commands =
     pip install -e .
     py.test --doctest-modules --cov=scrapy_splash {posargs:scrapy_splash tests}
 
-[testenv:py34]
-basepython = python3.4
+[python2]
 deps =
-    -rrequirements-test.txt
-    -rrequirements-py3.txt
-
-[testenv:py35]
-basepython = python3.5
-deps = {[testenv:py34]deps}
-
-[testenv:py36]
-basepython = python3.6
-deps = {[testenv:py34]deps}
+    {[common]deps}
+    queuelib < 1.6.0
 
 [testenv:py27-scrapy10]
 deps =
-    -rrequirements-test.txt
+    {[python2]deps}
     scrapy < 1.1
-    service_identity
+
+[testenv:py27]
+deps =
+    {[python2]deps}
+    scrapy < 2
+
+[testenv:py35]
+deps =
+    {[common]deps}
+    # https://github.com/scrapy/scrapy/pull/4094#issuecomment-704092404
+    scrapy < 2
\ No newline at end of file