diff --git a/Dockerfile b/Dockerfile
index 194091a51..303ce963f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,30 +1,26 @@
 ARG ENABLE_PROXY=false
 ARG BASE_IMAGE_TAG=nonroot
-ARG ADC_VERSION=0.17.0
-ARG TARGETARCH
 
-FROM golang:1.22 AS builder
+FROM debian:bullseye-slim AS deps
 WORKDIR /workspace
-COPY go.* ./
-
-RUN if [ "$ENABLE_PROXY" = "true" ] ; then go env -w GOPROXY=https://goproxy.cn,direct ; fi \
-    && go mod download
 
-COPY . .
-
-RUN --mount=type=cache,target=/root/.cache/go-build make build && mv bin/api7-ingress-controller /bin && rm -rf /workspace
+ARG ADC_VERSION=0.18.0
+ARG TARGETARCH
 
-RUN wget https://github.com/api7/adc/releases/download/v${ADC_VERSION}/adc-v${ADC_VERSION}-linux-${TARGETARCH}.tar.gz \
-    && tar -zxvf adc-v${ADC_VERSION}-linux-${TARGETARCH}.tar.gz \
-    && mv adc-v${ADC_VERSION}-linux-${TARGETARCH}/adc /bin \
-    && rm -rf adc-v${ADC_VERSION}-linux-${TARGETARCH}.tar.gz adc-v${ADC_VERSION}-linux-${TARGETARCH}
+RUN apt update \
+    && apt install -y wget \
+    && wget https://github.com/api7/adc/releases/download/v${ADC_VERSION}/adc_${ADC_VERSION}_linux_${TARGETARCH}.tar.gz -O adc.tar.gz \
+    && tar -zxvf adc.tar.gz \
+    && mv adc /bin/adc \
+    && rm -rf adc.tar.gz \
+    && apt autoremove -y wget
 
-FROM gcr.io/distroless/static-debian12:${BASE_IMAGE_TAG}
+FROM gcr.io/distroless/cc-debian12:${BASE_IMAGE_TAG}
 WORKDIR /app
 
-COPY --from=builder /bin/api7-ingress-controller .
-COPY --from=builder /bin/adc /bin/adc
-COPY config/samples/config.yaml ./conf/config.yaml
+COPY --from=deps /bin/adc /bin/adc
+COPY ./bin/api7-ingress-controller .
+COPY ./config/samples/config.yaml ./conf/config.yaml
 
 ENTRYPOINT ["/app/api7-ingress-controller"]
 CMD ["-c", "/app/conf/config.yaml"]
diff --git a/Makefile b/Makefile
index 02ded7125..45032f5ce 100644
--- a/Makefile
+++ b/Makefile
@@ -159,7 +159,7 @@ run: manifests generate fmt vet ## Run a controller from your host.
 # More info: https://docs.docker.com/develop/develop-images/build_enhancements/
 .PHONY: docker-build
 docker-build: build ## Build docker image with the manager.
-	$(CONTAINER_TOOL) build -t ${IMG} -f Dockerfile.dev .
+	$(CONTAINER_TOOL) build -t ${IMG} -f Dockerfile .
 
 .PHONY: docker-push
 docker-push: ## Push docker image with the manager.