diff --git a/.github/workflows/ci_bindings_haskell.yml b/.github/workflows/ci_bindings_haskell.yml
index 242e80b050a..731118ee5cb 100644
--- a/.github/workflows/ci_bindings_haskell.yml
+++ b/.github/workflows/ci_bindings_haskell.yml
@@ -101,7 +101,7 @@ jobs:
           tar xf opendal-*.crate --strip-components=1
           cabal sdist
       - name: Upload artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: bindings-haskell-sdist
           path: bindings/haskell/target/package/dist-newstyle/sdist/*.tar.gz
@@ -114,7 +114,7 @@ jobs:
 #    if: "startsWith(github.ref, 'refs/tags/') && !contains(github.ref, '-')"
 #    needs: [package]
 #    steps:
-#      - uses: actions/download-artifact@v3
+#      - uses: actions/download-artifact@v4
 #        with:
 #          name: bindings-haskell-sdist
 #      - name: Load secret
diff --git a/.github/workflows/release_python.yml b/.github/workflows/release_python.yml
index 33945298d3d..ec4aa62da69 100644
--- a/.github/workflows/release_python.yml
+++ b/.github/workflows/release_python.yml
@@ -46,9 +46,9 @@ jobs:
           command: sdist
           args: -o dist
       - name: Upload sdist
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
-          name: wheels
+          name: wheels-sdist
           path: bindings/python/dist
 
   wheels:
@@ -94,34 +94,34 @@ jobs:
           sccache: true
           manylinux: ${{ matrix.manylinux || 'auto' }}
       - name: Upload wheels
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
-          name: wheels
+          name: wheels-${{ matrix.os }}-${{ matrix.target }}
           path: bindings/python/dist
 
   release:
     name: Release
     runs-on: ubuntu-latest
-    if: "startsWith(github.ref, 'refs/tags/')"
     permissions:
       contents: read
       id-token: write
     needs: [sdist, wheels]
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
-          name: wheels
+          pattern: wheels-*
+          merge-multiple: true
           path: bindings/python/dist
       - name: Publish to TestPyPI
         uses: pypa/gh-action-pypi-publish@release/v1
-        if: "contains(github.ref, '-')"
+        if: ${{ startsWith(github.ref, 'refs/tags/') && contains(github.ref, '-') }}
         with:
           repository-url: https://test.pypi.org/legacy/
           skip-existing: true
           packages-dir: bindings/python/dist
       - name: Publish to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
-        if: "!contains(github.ref, '-')"
+        if: ${{ startsWith(github.ref, 'refs/tags/') && !contains(github.ref, '-') }}
         with:
           skip-existing: true
           packages-dir: bindings/python/dist
diff --git a/website/community/release/release.md b/website/community/release/release.md
index 3bf213add09..554f970fc95 100644
--- a/website/community/release/release.md
+++ b/website/community/release/release.md
@@ -138,7 +138,7 @@ Additionally, we should also drop the staging Maven artifacts on https://reposit
 After GitHub Release has been created, we can start to create ASF Release.
 
 - Checkout to released tag. (e.g. `git checkout v0.46.0-rc.1`, tag is created in the previous step)
-- Use the release script to create a new release: `python ./scripts/release.py`
+- Use the release script to create a new release: `just release`
   - This script will generate the release candidate artifacts under `dist`, including:
     - `apache-opendal-{package}-{version}-src.tar.gz`
     - `apache-opendal-{package}-{version}-src.tar.gz.asc`