diff --git a/.github/workflows/compile.yml b/.github/workflows/compile.yml
index 1138562d0a..ec2983d36a 100644
--- a/.github/workflows/compile.yml
+++ b/.github/workflows/compile.yml
@@ -7,43 +7,26 @@ on:
     branches: [ master ]
 
 jobs:
-  ubuntu-x86_64:
+  build:
+    strategy:
+      matrix: 
+        image: ['ubuntu:20.04', 'centos:7']
     runs-on: ubuntu-20.04
+    container: ${{ matrix.image }}
     steps:
     - uses: actions/checkout@v3
 
-    - name: Install environment
-      shell: bash
-      run: sudo apt-get install -y git wget rpm rpm2cpio cpio make build-essential binutils m4 libtool-bin language-pack-en
-
-    - name: Cache deps
-      id: cache-deps
-      uses: actions/cache@v3
-      env:
-        cache-name: cache-deps
-      with:
-        key: ${{ runner.os }}-build-${{ env.cache-name }}-el7.x86_64-${{ hashFiles('deps/init/oceanbase.el7.x86_64.deps') }}
-        path: deps/3rd
-        enableCrossOsArchive: true
-        
-    - name: Build init
-      if: steps.cache-deps.outputs.cache-hit != 'true'
-      run: bash build.sh init
-      
-    - name: Build project
+    - name: Install ubuntu environment
       shell: bash
+      if: ${{ startsWith(matrix.image, 'ubuntu') }}
       run: |
-        bash build.sh debug
-        cd build_debug && make -j4
-
-  centos-x86_64:
-    runs-on: ubuntu-20.04
-    container: centos:7
-    steps:
-    - uses: actions/checkout@v3
-
-    - name: Install environment
+        export DEBIAN_FRONTEND=noninteractive
+        apt-get update
+        apt-get install -y git wget rpm rpm2cpio cpio make build-essential binutils m4 libtool-bin libncurses5
+      
+    - name: Install centos environment
       shell: bash
+      if: ${{ startsWith(matrix.image, 'centos') }}
       run: yum install -y git wget rpm* cpio make glibc-devel glibc-headers binutils m4
 
     - name: Cache deps
@@ -55,7 +38,19 @@ 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 }}-${{ matrix.image }}-el7.x86_64-${{ github.ref_name }}
+        path: ~/.ccache
+        enableCrossOsArchive: false
+        restore-keys: |
+          ${{ runner.os }}-${{ env.cache-name }}-${{ matrix.image }}-el7.x86_64
+    
     - name: Build init
       if: steps.cache-deps.outputs.cache-hit != 'true'
       run: bash build.sh init
@@ -63,5 +58,12 @@ jobs:
     - name: Build project
       shell: bash
       run: |
-        bash build.sh debug
-        cd build_debug && make -j4
+        rm -rf build_debug
+        export CCACHE_LOGFILE=$PWD/ccache.log
+        deps/3rd/usr/local/oceanbase/devtools/bin/ccache -z
+        bash build.sh debug -DOB_USE_CCACHE=ON
+        cd build_debug && make -j4 && cd -
+        deps/3rd/usr/local/oceanbase/devtools/bin/ccache -s
+        
+    - if: ${{ runner.debug }}
+      run: cat $PWD/ccache.log