diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
new file mode 100644
index 0000000..778d177
--- /dev/null
+++ b/.github/workflows/python-publish.yml
@@ -0,0 +1,48 @@
+
+name: tests
+
+on: [push]
+
+jobs:
+  test:
+    continue-on-error: ${{ matrix.python-version == '3.10' }} 
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, macos-latest, ubuntu-latest]
+        python-version: [3.7, 3.8, 3.9, "3.10"]
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v1
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        pip install --upgrade pip
+        pip install https://github.com/dedupeio/dedupe/archive/refs/heads/pluggy-variables.zip
+        pip install -e .
+    - name: Test with pytest
+      run: |
+        pip install pytest
+        pytest
+  wheels:
+    needs: test
+    name: Build wheels
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    - uses: actions/setup-python@v2
+    - name: Build sdist
+      run: |
+        pip install wheel setuptools build
+        python -m build
+    - name: Publish wheels to PyPI
+      env:
+        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
+        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+      run: |
+        pip install twine
+        twine upload dist/*
+      continue-on-error: true
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 743350f..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,36 +0,0 @@
-branches:
-    only:
-        - master
-        - "/^v.*$/"
-language: python
-matrix:
-    include:
-        - os: linux
-          python: 2.7
-        - os: linux
-          python: 3.5
-        - os: linux
-          python: 3.6
-        - os: osx
-          language: generic
-          before_install:
-            - brew update
-            - brew install python3
-            - virtualenv env -p python3
-            - source env/bin/activate
-install:
-    - pip install --upgrade pip
-    - pip install --upgrade -r dev-requirements.txt
-    - pip install -e .
-script:
-    - pytest -v tests
-deploy:
-    provider: pypi
-    skip_cleanup: true
-    user: datamade.wheelbuilder
-    on:
-        tags: true
-    distributions: "sdist bdist_wheel"
-    password:
-        secure: Yz6Fc8jkycjIhhPTwDhs0R5tMsf3+ajncPg7ApBAK1Wlc5KcF5cA2Od2dDb5ES9Jpv1GajczAc8CkBDLKuMGqet6xWMcQTHt+lxlomyLk0QSoipcoyVVosntY6nFPv43OqojxPLcUclqVzbMyuzyNMZlw9bgFFZM2iu5v32ivWKcbocB7e9KiNVAInSrrQUuLvlbiENpWd+nDi5lWuLEKgQAO7Oc57yj7KnCHMSHXFup6I77riyryCLTDCFDFRZFczXQrh3SyJT4FKBPQ++mt7vJX1INJxPnRQc41aN9rn8pvBf9YzmAd3/FL+6XcJ8523nYNzQLPGsRfVHm5rT38GwwXrehKPwjKphku8pl3dU3/myV8olGtWaoS23TMQW5ABI4ZwkuFya2dmKsqAdZmsP2ldSicPl81EMjRjWY+YtCrTkwKQX3qWo9RJ2JsVTEX+NuSp2ezBZEVIrmrXf26l16kiAhwZvYkPkFzQBbLy5aBnfVb4iWQiRTRtlZ81x9jFnVoKMbumJF9lxETnSmhIbw9J20jCBLSFjNWIPPo9bTjGlE6RmIxUc4jguolxRgtgrzM4JBf7zH8yL9AAdB68sOFY0PhINx28Fdx5qTvW/FYtGYgOfORjABnE145g5dyBQeeyaSIA9WP6uihNiyT09ZaCaKl8BSbKfkLnLTlNg=
-