diff --git a/.github/workflows/compile.yml b/.github/workflows/compile.yml
index 4c84bd1bc..c5168a613 100644
--- a/.github/workflows/compile.yml
+++ b/.github/workflows/compile.yml
@@ -53,9 +53,21 @@ jobs:
       shell: bash
       run: yum install -y git wget rpm* cpio make glibc-devel glibc-headers binutils m4
 
+    - name: Cache deps
+      id: cache-deps
+      uses: actions/cache@v3
+      env:
+        cache-name: cache-deps
+      with:
+        key: ${{ runner.os }}-build-${{ env.cache-name }}-${{ hashFiles('deps/init/oceanbase.el7.x86_64.deps') }}
+        path: deps/3rd
+        
+    - name: Build init
+      if: steps.cache-deps.outputs.cache-hit != 'true'
+      run: bash build.sh init
+      
     - name: Build project
       shell: bash
       run: |
-        bash build.sh init
         bash build.sh debug
         cd build_debug && make -j4