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diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
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+name: CI
+on: [pull_request, push]
+jobs:
+  #################### Linters and checkers ####################
+  lint:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.8]
+    steps:
+      - name: Check out code from GitHub
+        uses: actions/checkout@v2.3.4
+      - name: Set up Python ${{ matrix.python-version }}
+        id: python
+        uses: actions/setup-python@v2.2.1
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: pip install --upgrade pip setuptools wheel tox tox-docker
+      - name: Run flake8
+        run: tox -v -e py-flake8 -- -v
+      - name: Run pydocstyle
+        run: tox -v -e py-pydocstyle -- -v
+      - name: Run apicheck
+        run: tox -v -e py-apicheck -- -v
+  #################### Unittests ####################
+  unittest:
+    needs: lint
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.6,3.7,3.8,pypy3]
+    steps:
+      - name: Check out code from GitHub
+        uses: actions/checkout@v2.3.4
+      - name: Set up Python ${{ matrix.python-version }}
+        id: python
+        uses: actions/setup-python@v2.2.1
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: pip install --upgrade pip setuptools wheel tox tox-docker
+      - name: Run unittest
+        run: tox -v -e ${{ matrix.python-version }}-unit -- -v
+  #################### Integration tests ####################
+  integration:
+    needs: [lint, unittest]
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.6,3.7,3.8,pypy3]
+    steps:
+      - name: Check out code from GitHub
+        uses: actions/checkout@v2.3.4
+      - name: Build rabbitmq:tls container
+        run: docker build -t rabbitmq:tls .
+      - name: Set up Python ${{ matrix.python-version }}
+        id: python
+        uses: actions/setup-python@v2.2.1
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: pip install --upgrade pip setuptools wheel tox tox-docker
+      - name: Run integration tests
+        run: tox -v -e ${{ matrix.python-version }}-integration-rabbitmq -- -v
+      - name: Run integration tests with speedups enabled
+        run: |
+          CELERY_ENABLE_SPEEDUPS=1 python setup.py develop
+          tox -v -e ${{ matrix.python-version }}-integration-rabbitmq -- -v
+        if: ${{ matrix.python-version != 'pypy3'}}