diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index eaeeebc32..21f1e339f 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -6,7 +6,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.7,3.8,3.9,"3.10"]
+        python-version: ["3.10"]
     steps:
       - name: Install system packages
         run: sudo apt update && sudo apt-get install libcurl4-openssl-dev libssl-dev
@@ -14,11 +14,15 @@ jobs:
         uses: actions/checkout@v3
       - name: Set up Python ${{ matrix.python-version }}
         id: python
-        uses: actions/setup-python@main
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
+      - name: Setup Poetry
+        uses: snok/install-poetry@v1
+        with:
+          version: 1.4.2
       - name: Install dependencies
-        run: pip install --upgrade pip setuptools wheel tox tox-docker
+        run: poetry install --with test,test-ci
       - name: Run unittest
         run: tox -v -e ${{ matrix.python-version }}-linux-unit -- -v
   #################### Integration tests ####################
@@ -41,7 +45,7 @@ jobs:
         uses: actions/checkout@v3
       - name: Set up Python ${{ matrix.python-version }}
         id: python
-        uses: actions/setup-python@main
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
@@ -73,7 +77,7 @@ jobs:
         uses: actions/checkout@v3
       - name: Set up Python ${{ matrix.python-version }}
         id: python
-        uses: actions/setup-python@main
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies