diff --git a/.github/services/azdls/azdls/action.yml b/.github/services/azdls/azdls/action.yml
new file mode 100644
index 00000000000..60f3c3ed839
--- /dev/null
+++ b/.github/services/azdls/azdls/action.yml
@@ -0,0 +1,38 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: azdls
+description: 'Behavior test for Azure azdls. This service is sponsored by @Xuanwo.'
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup
+      uses: 1password/load-secrets-action@v1
+      with:
+        export-env: true
+      env:
+          OPENDAL_AZDLS_FILESYSTEM: op://services/azdls/filesystem
+          OPENDAL_AZDLS_ENDPOINT: op://services/azdls/endpoint
+          OPENDAL_AZDLS_ACCOUNT_NAME: op://services/azdls/account_name
+          OPENDAL_AZDLS_ACCOUNT_KEY: op://services/azdls/account_key
+    - name: Add extra settings
+      shell: bash
+      run: |
+        cat << EOF >> $GITHUB_ENV
+        OPENDAL_AZDLS_ROOT=test/
+        EOF
diff --git a/.github/workflows/service_test_azdls.yml b/.github/workflows/service_test_azdls.yml
deleted file mode 100644
index b16b5c734a1..00000000000
--- a/.github/workflows/service_test_azdls.yml
+++ /dev/null
@@ -1,68 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-
-name: Service Test Azdls
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-    paths:
-      - "core/src/**"
-      - "core/tests/**"
-      - "!core/src/docs/**"
-      - "!core/src/services/**"
-      - "core/src/services/azdls/**"
-      - ".github/workflows/service_test_azdls.yml"
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}-${{ github.event_name }}
-  cancel-in-progress: true
-
-jobs:
-  azure_azdls:
-    runs-on: ubuntu-latest
-    if: github.event_name == 'push' || !github.event.pull_request.head.repo.fork
-    steps:
-      - uses: actions/checkout@v4
-      - name: Setup Rust toolchain
-        uses: ./.github/actions/setup
-        with:
-          need-nextest: true
-
-      - name: Load secret
-        id: op-load-secret
-        uses: 1password/load-secrets-action@v1
-        with:
-          export-env: true
-        env:
-          OP_SERVICE_ACCOUNT_TOKEN: ${{ secrets.OP_SERVICE_ACCOUNT_TOKEN }}
-          OPENDAL_AZDLS_FILESYSTEM: op://services/azdls/filesystem
-          OPENDAL_AZDLS_ENDPOINT: op://services/azdls/endpoint
-          OPENDAL_AZDLS_ACCOUNT_NAME: op://services/azdls/account_name
-          OPENDAL_AZDLS_ACCOUNT_KEY: op://services/azdls/account_key
-
-      - name: Test
-        shell: bash
-        working-directory: core
-        run: cargo nextest run behavior
-        env:
-          OPENDAL_TEST: azdls
-          OPENDAL_AZDLS_ROOT: test/