diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml
index 2a0ef34f0..4a96c65db 100644
--- a/.github/workflows/docker-image.yml
+++ b/.github/workflows/docker-image.yml
@@ -9,7 +9,7 @@ concurrency:
   cancel-in-progress: false
 
 jobs:
-  build-app:
+  build-images:
     runs-on: ubuntu-latest
     strategy:
       matrix:
@@ -42,12 +42,6 @@ jobs:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_PASSWORD }}
 
-      - name: Set up Go
-        if: matrix.service_name == 'app'
-        uses: actions/setup-go@v4
-        with:
-          go-version: '1.24'
-
       - name: Prepare version info
         id: version
         run: |
@@ -62,6 +56,20 @@ jobs:
           # 显示版本信息
           ./scripts/get_version.sh info
       
+      - name: Build Cache for Docker
+        uses: actions/cache@v4
+        id: cache
+        with:
+          path: go-build-cache
+          key: ${{ runner.os }}-go-build-cache-${{ hashFiles('**/go.sum') }}
+
+      - name: Inject go-build-cache
+        uses: reproducible-containers/buildkit-cache-dance@v3
+        with:
+          cache-source: go-build-cache
+          dockerfile: ${{ matrix.file }}
+          skip-extraction: ${{ steps.cache.outputs.cache-hit }}
+
       - name: Build ${{ matrix.service_name }} Image
         uses: docker/build-push-action@v3
         with:
@@ -78,4 +86,5 @@ jobs:
             ${{ secrets.DOCKERHUB_USERNAME }}/weknora-${{ matrix.service_name }}:latest
             ${{ secrets.DOCKERHUB_USERNAME }}/weknora-${{ matrix.service_name }}:${{ steps.version.outputs.version }}
           cache-from: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/weknora-${{ matrix.service_name }}:cache
-          cache-to: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/weknora-${{ matrix.service_name }}:cache,mode=max
\ No newline at end of file
+          cache-to: type=registry,ref=${{ secrets.DOCKERHUB_USERNAME }}/weknora-${{ matrix.service_name }}:cache,mode=max
+  
\ No newline at end of file
diff --git a/docker/Dockerfile.app b/docker/Dockerfile.app
index ddb36e073..0ae72e14f 100644
--- a/docker/Dockerfile.app
+++ b/docker/Dockerfile.app
@@ -21,10 +21,9 @@ RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.tuna.tsinghua.edu.cn/g' /etc/apk/re
 RUN go install -tags 'postgres' github.com/golang-migrate/migrate/v4/cmd/migrate@latest
 
 # Copy go mod and sum files
-COPY go.mod .
-COPY go.sum .
-RUN go mod download
-COPY . .
+COPY go.mod go.sum ./
+RUN --mount=type=cache,target=/go/pkg/mod go mod download
+RUN --mount=type=cache,target=/go/pkg/mod cp -r /go/pkg/mod/github.com/yanyiwu/ /app/yanyiwu/
 
 # Get version and commit info for build injection
 ARG VERSION_ARG
@@ -39,7 +38,8 @@ ENV BUILD_TIME=${BUILD_TIME_ARG}
 ENV GO_VERSION=${GO_VERSION_ARG}
 
 # Build the application with version info
-RUN make build-prod
+COPY . .
+RUN --mount=type=cache,target=/go/pkg/mod make build-prod
 
 # Final stage
 FROM alpine:3.17
@@ -58,7 +58,7 @@ RUN mkdir -p /data/files && \
 
 # Copy migrate tool from builder stage
 COPY --from=builder /go/bin/migrate /usr/local/bin/
-COPY --from=builder /go/pkg/mod/github.com/yanyiwu /go/pkg/mod/github.com/yanyiwu/
+COPY --from=builder /app/yanyiwu/ /go/pkg/mod/github.com/yanyiwu/
 
 # Copy the binary from the builder stage
 COPY --from=builder /app/config ./config