diff --git a/.github/workflows/buildbase/action.yml b/.github/workflows/buildbase/action.yml
new file mode 100644
index 000000000..1ca32c494
--- /dev/null
+++ b/.github/workflows/buildbase/action.yml
@@ -0,0 +1,31 @@
+name: "Build base"
+
+inputs:
+  save_cache:
+    description: 'whether to save ccache to github action cache'
+    required: true
+  os:
+    description: 'which runner os to run this build action'
+    required: true
+
+runs:
+  using: "composite"
+  steps:
+    - name: Build init
+      shell: bash
+      run: |
+        bash build.sh init
+        echo "$GITHUB_WORKSPACE/deps/3rd/usr/local/oceanbase/devtools/bin" >> $GITHUB_PATH
+
+    - name: Setup ccache
+      uses: hendrikmuhs/ccache-action@v1.2
+      with:
+        max-size: 10G
+        save: ${{inputs.save_cache}}
+        key: ${{inputs.os}}
+
+    - name: Build project
+      shell: bash
+      run: |
+        bash build.sh debug -DOB_USE_CCACHE=ON
+        cd build_debug && make -j4
diff --git a/.github/workflows/compile.yml b/.github/workflows/compile.yml
index 42d7c3119..44642eae6 100644
--- a/.github/workflows/compile.yml
+++ b/.github/workflows/compile.yml
@@ -25,16 +25,13 @@ jobs:
       with:
         key: ${{ runner.os }}-build-${{ env.cache-name }}-el7.x86_64-${{ hashFiles('deps/init/oceanbase.el7.x86_64.deps') }}
         path: deps/3rd
-    
-    - name: Build init
-      run: bash build.sh init
-  
-    - name: Build project
-      shell: bash
-      run: |
-        bash build.sh debug
-        cd build_debug && make -j4
-  
+
+    - name: Build
+      uses: ./.github/workflows/buildbase
+      with:
+        save_cache: ${{github.event_name == 'push'}}
+        os: 'centos7'
+
   ubuntu-build:
     runs-on: ubuntu-22.04
     steps:
@@ -55,12 +52,9 @@ jobs:
       with:
         key: ${{ runner.os }}-build-${{ env.cache-name }}-el9.x86_64-${{ hashFiles('deps/init/oceanbase.el9.x86_64.deps') }}
         path: deps/3rd
-    
-    - name: Build init
-      run: bash build.sh init
-      
-    - name: Build project
-      shell: bash
-      run: |
-        bash build.sh debug
-        cd build_debug && make -j4
+
+    - name: Build
+      uses: ./.github/workflows/buildbase
+      with:
+        save_cache: ${{github.event_name == 'push'}}
+        os: 'ubuntu22'