diff --git a/.github/workflows/render-docs.yml b/.github/workflows/render-docs.yml
index 5241489d..fd9d732b 100644
--- a/.github/workflows/render-docs.yml
+++ b/.github/workflows/render-docs.yml
@@ -20,16 +20,20 @@ jobs:
     # The type of runner that the job will run on
     runs-on: ubuntu-latest
 
+    defaults:
+      run:
+        working-directory: python-wrapper
+
     # Steps represent a sequence of tasks that will be executed as part of the job
     steps:
       - uses: actions/checkout@v4
 
-      - uses: actions/setup-python@v5
+      - name: Install uv and set the Python version
+        uses: astral-sh/setup-uv@v6
         with:
           python-version: "3.11"
-          cache: "pip"
-          cache-dependency-path: pyproject.toml
-      - run: pip install "python-wrapper/[dev, pandas, gds, snowflake, docs]"
+          enable-cache: true
+      - run: uv sync --extra dev --extra pandas --extra neo4j --extra gds --extra snowflake --extra docs
 
       - name: Setup pandoc
         uses: pandoc/actions/setup@v1
@@ -37,4 +41,4 @@ jobs:
           version: 3.6.2
 
       - name: Render ref docs
-        run: ./scripts/render_docs.sh
+        run: uv run bash ../scripts/render_docs.sh