diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..0d3e085
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,58 @@
+name: Publish Python Package
+
+on:
+  release:
+    types: [created]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [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 }}
+    - uses: actions/cache@v2
+      name: Configure pip caching
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-
+    - name: Install dependencies
+      run: |
+        pip install -e '.[test]'
+    - name: Run tests
+      run: |
+        pytest
+  deploy:
+    runs-on: ubuntu-latest
+    needs: [test]
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.8'
+    - uses: actions/cache@v2
+      name: Configure pip caching
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-publish-pip-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          ${{ runner.os }}-publish-pip-
+    - name: Install dependencies
+      run: |
+        pip install setuptools wheel twine
+    - name: Publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
+      run: |
+        python setup.py sdist bdist_wheel
+        twine upload dist/*
+
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..f65656d
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,30 @@
+name: Test
+
+on: [push]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [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 }}
+    - uses: actions/cache@v2
+      name: Configure pip caching
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-
+    - name: Install dependencies
+      run: |
+        pip install -e '.[test]'
+    - name: Run tests
+      run: |
+        pytest
+
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 651d333..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,40 +0,0 @@
-language: python
-
-# 3.6 is listed first so it gets used for the later build stages
-python:
-  - "3.6"
-  - "3.7"
-  - "3.8"
-
-before_script:
-  - pip install -e .[test]
-
-script:
-  - pytest
-
-cache:
-    directories:
-      - $HOME/.cache/pip
-
-jobs:
-  include:
-    - stage: release tagged version
-      if: tag IS present
-      language: python
-      python: 3.6
-      script:
-        - pip install -U pip wheel
-      deploy:
-        - provider: pypi
-          user: simonw
-          distributions: bdist_wheel
-          password: ${PYPI_PASSWORD}
-          on:
-            branch: master
-            tags: true
-            repo: simonw/datasette-render-images
-    - stage: Demonstrate tag alpha conditional
-      if: (tag IS present) AND NOT (tag =~ [ab])
-      python: 3.6
-      script:
-        - echo "This is running becaues a or b were not in the tag"
diff --git a/README.md b/README.md
index 11e6bb2..8305a47 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 # datasette-render-images
 
 [![PyPI](https://img.shields.io/pypi/v/datasette-render-images.svg)](https://pypi.org/project/datasette-render-images/)
-[![Changelog](https://img.shields.io/github/v/release/simonw/datasette-render-images?label=changelog)](https://github.com/simonw/datasette-render-images/releases)
-[![Travis CI](https://travis-ci.com/simonw/datasette-render-images.svg?branch=master)](https://travis-ci.com/simonw/datasette-render-images)
-[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](https://github.com/simonw/datasette-json-html/blob/master/LICENSE)
+[![Changelog](https://img.shields.io/github/v/release/simonw/datasette-render-images?include_prereleases&label=changelog)](https://github.com/simonw/datasette-render-images/releases)
+[![Tests](https://github.com/simonw/datasette-render-images/workflows/Test/badge.svg)](https://github.com/simonw/datasette-render-images/actions?query=workflow%3ATest)
+[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](https://github.com/simonw/datasette-render-images/blob/main/LICENSE)
 
 A Datasette plugin that renders binary blob images with data-uris, using the [render_cell() plugin hook](https://datasette.readthedocs.io/en/stable/plugins.html#render-cell-value-column-table-database-datasette).