diff --git a/.github/services/memcached/memcached/action.yml b/.github/services/memcached/memcached/action.yml
new file mode 100644
index 000000000000..360de1d79053
--- /dev/null
+++ b/.github/services/memcached/memcached/action.yml
@@ -0,0 +1,34 @@
+# 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: memcached
+description: 'Behavior test for memcached'
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup memcached server
+      shell: bash
+      working-directory: fixtures/memcached
+      run: docker-compose -f docker-compose-memcached.yml up -d
+    - name: Setup
+      shell: bash
+      run: |
+        cat << EOF >> $GITHUB_ENV
+        OPENDAL_MEMCACHED_ENDPOINT=tcp://127.0.0.1:11211
+        OPENDAL_MEMCACHED_ROOT=/
+        EOF
diff --git a/.github/workflows/service_test_memcached.yml b/.github/workflows/service_test_memcached.yml
deleted file mode 100644
index 785265059ac7..000000000000
--- a/.github/workflows/service_test_memcached.yml
+++ /dev/null
@@ -1,69 +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 Memcached
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-    paths:
-      - "core/src/**"
-      - "core/tests/**"
-      - "!core/src/docs/**"
-      - "!core/src/services/**"
-      - "core/src/services/memcached/**"
-      - ".github/workflows/service_test_memcached.yml"
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}-${{ github.event_name }}
-  cancel-in-progress: true
-
-jobs:
-  memcached:
-    runs-on: ubuntu-latest
-
-    # Setup memcached server
-    services:
-      memcached:
-        image: bitnami/memcached
-        env:
-          # memcache's max item size is 1MiB, But opendal's behavior tests
-          # will produce larger file.
-          #
-          # Specify the setting here to make our test happy.
-          MEMCACHED_MAX_ITEM_SIZE: 16777216
-        ports:
-          - 11211:11211
-
-    steps:
-      - uses: actions/checkout@v4
-      - name: Setup Rust toolchain
-        uses: ./.github/actions/setup
-        with:
-          need-nextest: true
-      - name: Test
-        shell: bash
-        working-directory: core
-        run: cargo nextest run behavior --features services-memcached
-        env:
-          OPENDAL_TEST: memcached
-          OPENDAL_MEMCACHED_ENDPOINT: tcp://127.0.0.1:11211
-          OPENDAL_MEMCACHED_ROOT: /
diff --git a/fixtures/memcached/docker-compose-memcached.yml b/fixtures/memcached/docker-compose-memcached.yml
new file mode 100644
index 000000000000..d365499d587a
--- /dev/null
+++ b/fixtures/memcached/docker-compose-memcached.yml
@@ -0,0 +1,30 @@
+# 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: bitnami/memcached
+    environment:
+      # memcache's max item size is 1MiB, But opendal's behavior tests
+      # will produce larger file.
+      #
+      # Specify the setting here to make our test happy.
+      MEMCACHED_MAX_ITEM_SIZE: 16777216
+    ports:
+      - '11211:11211'