diff --git a/.github/services/azblob/azure_azblob/action.yml b/.github/services/azblob/azure_azblob/action.yml
new file mode 100644
index 000000000000..339e6f87b996
--- /dev/null
+++ b/.github/services/azblob/azure_azblob/action.yml
@@ -0,0 +1,32 @@
+# 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: azure_azblob
+description: 'Behavior test for Azure azblob. This service is sponsored by @datafuse_labs.'
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup
+      uses: 1password/load-secrets-action@v1
+      with:
+        export-env: true
+      env:
+        OPENDAL_AZBLOB_CONTAINER: op://services/azblob/container
+        OPENDAL_AZBLOB_ENDPOINT: op://services/azblob/endpoint
+        OPENDAL_AZBLOB_ACCOUNT_NAME: op://services/azblob/account_name
+        OPENDAL_AZBLOB_ACCOUNT_KEY: op://services/azblob/account_key
diff --git a/.github/services/azblob/azurite_azblob/action.yml b/.github/services/azblob/azurite_azblob/action.yml
new file mode 100644
index 000000000000..ac1c1abed25f
--- /dev/null
+++ b/.github/services/azblob/azurite_azblob/action.yml
@@ -0,0 +1,44 @@
+# 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: azurite_azblob
+description: 'Behavior test for azurite azblob'
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup azurite azblob service
+      shell: bash
+      working-directory: fixtures/azblob
+      run: docker-compose -f docker-compose-azurite.yml up -d
+    - name: Setup test bucket
+      shell: bash
+      run: |
+        az storage container create \
+            --name test \
+            --connection-string "DefaultEndpointsProtocol=http;AccountName=devstoreaccount1;AccountKey=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==;BlobEndpoint=http://127.0.0.1:10000/devstoreaccount1;"
+    - name: Setup
+      shell: bash
+      run: |
+        cat << EOF >> $GITHUB_ENV
+        RUST_BACKTRACE=full
+        RUST_LOG=debug
+        OPENDAL_AZBLOB_CONTAINER=test
+        OPENDAL_AZBLOB_ENDPOINT=http://127.0.0.1:10000/devstoreaccount1
+        OPENDAL_AZBLOB_ACCOUNT_NAME=devstoreaccount1
+        OPENDAL_AZBLOB_ACCOUNT_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
+        EOF
diff --git a/.github/services/sqlite/sqlite/action.yml b/.github/services/sqlite/sqlite/action.yml
index e5d3e6c47777..1612e6246521 100644
--- a/.github/services/sqlite/sqlite/action.yml
+++ b/.github/services/sqlite/sqlite/action.yml
@@ -21,13 +21,13 @@ description: 'Behavior test for sqlite'
 runs:
   using: "composite"
   steps:
-  -   name: Setup Sqlite
+    - name: Setup Sqlite
       shell: bash
       working-directory: fixtures/sqlite
       run: mkdir -p /tmp/opendal && sqlite3 /tmp/opendal/test.db < data.sql
-  - name: Setup
-    shell: bash
-    run: |
+    - name: Setup
+      shell: bash
+      run: |
         cat << EOF >> $GITHUB_ENV
         OPENDAL_SQLITE_CONNECTION_STRING=file:///tmp/opendal/test.db
         OPENDAL_SQLITE_TABLE=data
diff --git a/.github/workflows/service_test_azblob.yml b/.github/workflows/service_test_azblob.yml
deleted file mode 100644
index 102d36eb649b..000000000000
--- a/.github/workflows/service_test_azblob.yml
+++ /dev/null
@@ -1,103 +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 Azblob
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-    paths:
-      - "core/src/**"
-      - "core/tests/**"
-      - "!core/src/docs/**"
-      - "!core/src/services/**"
-      - "core/src/services/azblob/**"
-      - ".github/workflows/service_test_azblob.yml"
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}-${{ github.event_name }}
-  cancel-in-progress: true
-
-jobs:
-  azurite_azblob:
-    runs-on: ubuntu-latest
-
-    # Setup azurite server
-    services:
-      azurite:
-        image: mcr.microsoft.com/azure-storage/azurite
-        ports:
-          - 10000:10000
-
-    steps:
-      - uses: actions/checkout@v4
-      - name: Setup test bucket
-        run: |
-          az storage container create \
-              --name test \
-              --connection-string "DefaultEndpointsProtocol=http;AccountName=devstoreaccount1;AccountKey=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==;BlobEndpoint=http://127.0.0.1:10000/devstoreaccount1;"
-
-      - name: Setup Rust toolchain
-        uses: ./.github/actions/setup
-        with:
-          need-nextest: true
-
-      - name: Test
-        shell: bash
-        working-directory: core
-        run: cargo nextest run behavior
-        env:
-          RUST_BACKTRACE: full
-          RUST_LOG: debug
-          OPENDAL_TEST: azblob
-          OPENDAL_AZBLOB_CONTAINER: test
-          OPENDAL_AZBLOB_ENDPOINT: "http://127.0.0.1:10000/devstoreaccount1"
-          OPENDAL_AZBLOB_ACCOUNT_NAME: devstoreaccount1
-          OPENDAL_AZBLOB_ACCOUNT_KEY: Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
-
-  azure_azblob:
-    runs-on: ubuntu-latest
-    if: (github.event_name == 'push' && github.repository == 'apache/incubator-opendal') || !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_AZBLOB_CONTAINER: op://services/azblob/container
-          OPENDAL_AZBLOB_ENDPOINT: op://services/azblob/endpoint
-          OPENDAL_AZBLOB_ACCOUNT_NAME: op://services/azblob/account_name
-          OPENDAL_AZBLOB_ACCOUNT_KEY: op://services/azblob/account_key
-
-      - name: Test
-        shell: bash
-        working-directory: core
-        run: cargo nextest run behavior
-        env:
-          OPENDAL_TEST: azblob
diff --git a/fixtures/azblob/docker-compose-azurite.yml b/fixtures/azblob/docker-compose-azurite.yml
new file mode 100644
index 000000000000..abbbc7e091dc
--- /dev/null
+++ b/fixtures/azblob/docker-compose-azurite.yml
@@ -0,0 +1,24 @@
+# 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.
+
+version: '3.8'
+
+services:
+  redis:
+    image: mcr.microsoft.com/azure-storage/azurite
+    ports:
+      - 10000:10000