diff --git a/.github/services/cacache/cacache/action.yml b/.github/services/cacache/cacache/action.yml
new file mode 100644
index 000000000000..9b1e74aa61bf
--- /dev/null
+++ b/.github/services/cacache/cacache/action.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.
+
+name: cacache
+description: 'Behavior test for Cacache'
+
+runs:
+  using: "composite"
+  steps:
+    - name: Setup
+      shell: bash
+      run: |
+        cat << EOF >> $GITHUB_ENV
+        RUST_TEST_THREADS=1
+        OPENDAL_CACACHE_DATADIR=${{ runner.temp }}/opendal/cacache/
+        EOF
diff --git a/.github/workflows/service_test_cacache.yml b/.github/workflows/service_test_cacache.yml
deleted file mode 100644
index 9dd1d0c8bba6..000000000000
--- a/.github/workflows/service_test_cacache.yml
+++ /dev/null
@@ -1,54 +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 Cacache
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-    paths:
-      - "core/src/**"
-      - "core/tests/**"
-      - "!core/src/docs/**"
-      - "!core/src/services/**"
-      - "core/src/services/cacache/**"
-      - ".github/workflows/service_test_cacache.yml"
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}-${{ github.event_name }}
-  cancel-in-progress: true
-
-jobs:
-  cacache:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - name: Setup Rust toolchain
-        uses: ./.github/actions/setup
-      - name: Test cacache
-        shell: bash
-        working-directory: core
-        run: cargo test behavior --features tests,services-cacache -j=1
-        env:
-          RUST_BACKTRACE: full
-          RUST_LOG: debug
-          OPENDAL_TEST: cacache
-          OPENDAL_CACACHE_DATADIR: /tmp/opendal/cacache/