diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index 2a79c9cd..418f8f0e 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -20,32 +20,53 @@ on:
   schedule:
     - cron: "0 13 * * SUN"
 
+defaults:
+  run:
+    shell: bash -e {0}
+
+env:
+  DISPLAY: ":99.0"
+
 jobs:
-  build_docs:
-    name: Documentation
+  pixi_lock:
+    name: Pixi lock
+    runs-on: ubuntu-latest
+    steps:
+      - uses: holoviz-dev/holoviz_tasks/pixi_lock@v0
+
+  docs_build:
+    name: Build Documentation
+    needs: [pixi_lock]
     runs-on: "ubuntu-latest"
     timeout-minutes: 120
-    defaults:
-      run:
-        shell: bash -l {0}
     steps:
-      - uses: actions/checkout@v4
-      - name: Fetch unshallow
-        run: git fetch --prune --tags --unshallow -f
-      - uses: actions/setup-python@v5
+      - uses: holoviz-dev/holoviz_tasks/pixi_install@v0
+        with:
+          environments: docs
+      - name: Build documentation
+        run: pixi run -e docs docs-build
+      - uses: actions/upload-artifact@v4
+        if: always()
         with:
-          python-version: "3.9"
+          name: docs
+          if-no-files-found: error
+          path: builtdocs
       - name: Set output
         id: vars
         run: echo "tag=${GITHUB_REF#refs/*/}" >> $GITHUB_OUTPUT
-      - name: graphviz
-        run: sudo apt install graphviz graphviz-dev
-      - name: env setup
-        run: |
-          python -m pip install --upgrade pip
-          python -m pip install hatch
-      - name: build docs
-        run: hatch -v run docs:build
+
+  docs_publish:
+    name: Publish Documentation
+    runs-on: "ubuntu-latest"
+    needs: [docs_build]
+    steps:
+      - uses: actions/download-artifact@v4
+        with:
+          name: docs
+          path: builtdocs/
+      - name: Set output
+        id: vars
+        run: echo "tag=${{ needs.docs_build.outputs.tag }}" >> $GITHUB_OUTPUT
       - name: Deploy dev
         uses: peaceiris/actions-gh-pages@v4
         if: |
diff --git a/pixi.toml b/pixi.toml
index 23e7275e..b60d38e4 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -125,6 +125,7 @@ nbval = "*"
 channels = ["pyviz"]
 
 [feature.doc.dependencies]
+graphviz = "*"
 nbsite = ">=0.8.4,<0.9.0"
 sphinx-remove-toctrees = "*"