diff --git a/.github/workflows/compile.yml b/.github/workflows/compile.yml
index 1138562d0a..ff0f909ce5 100644
--- a/.github/workflows/compile.yml
+++ b/.github/workflows/compile.yml
@@ -25,7 +25,19 @@ jobs:
         key: ${{ runner.os }}-build-${{ env.cache-name }}-el7.x86_64-${{ hashFiles('deps/init/oceanbase.el7.x86_64.deps') }}
         path: deps/3rd
         enableCrossOsArchive: true
-        
+
+    - name: cache-build
+      id: cache-build
+      uses: actions/cache@v3
+      env:
+        cache-name: cache-build
+      with:
+        key: ${{ runner.os }}-${{ env.cache-name }}-el7.x86_64-${{ github.ref_name }}
+        path: ~/.ccache
+        enableCrossOsArchive: true
+        restore-keys: |
+          ${{ runner.os }}-${{ env.cache-name }}-el7.x86_64
+    
     - name: Build init
       if: steps.cache-deps.outputs.cache-hit != 'true'
       run: bash build.sh init
@@ -33,8 +45,13 @@ jobs:
     - name: Build project
       shell: bash
       run: |
-        bash build.sh debug
-        cd build_debug && make -j4
+        export CCACHE_COMPRESS=1
+        export CCACHE_COMPRESSLEVEL=9
+        bash rm -rf build_debug
+        deps/3rd/usr/local/oceanbase/devtools/bin/ccache -c
+        bash build.sh debug -DOB_USE_CCACHE=ON
+        cd build_debug && make -j4 && cd -
+        deps/3rd/usr/local/oceanbase/devtools/bin/ccache -s
 
   centos-x86_64:
     runs-on: ubuntu-20.04