diff --git a/.gitignore b/.gitignore
index cc260e5..146526c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,6 +20,8 @@
 /docker/plugin.storage.qiniu.com
 /docker/kodofs
 /docker/rclone
+/docker/*/kodofs
+/docker/*/rclone
 /k8s/kodo.yaml
 /k8s/kodofs.yaml
 
diff --git a/Dockerfile b/Dockerfile
index b62ded1..355d431 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,17 +1,22 @@
 # 1. 第一阶段，编译二进制可执行文件
 FROM golang:1.21-alpine3.18 as build-env
 
+ARG TARGETOS
+ARG TARGETARCH
+
 COPY . /app
 WORKDIR /app
 # 安装依赖
 RUN apk add --no-cache git make
 
 # 编译二进制可执行文件
-RUN make build
+RUN GOOS=$TARGETOS GOARCH=$TARGETARCH make build
 
 # 2. 第二阶段，构建最终镜像
 FROM alpine:3.18
 
+ARG TARGETOS
+ARG TARGETARCH
 ARG PLUGIN_FILENAME=plugin.storage.qiniu.com
 ARG CONNECTOR_FILENAME=connector.${PLUGIN_FILENAME}
 
@@ -20,9 +25,8 @@ COPY --from=build-env /app/plugin/${PLUGIN_FILENAME} /usr/local/bin/${PLUGIN_FIL
 COPY --from=build-env /app/connector/${CONNECTOR_FILENAME} /usr/local/bin/${CONNECTOR_FILENAME}
 
 # 这些文件直接由仓库提供
-COPY docker/nsenter /usr/local/bin/nsenter
-COPY docker/kodofs /usr/local/bin/kodofs
-COPY docker/rclone /usr/local/bin/rclone
+COPY docker/${TARGETARCH}/kodofs /usr/local/bin/kodofs
+COPY docker/${TARGETARCH}/rclone /usr/local/bin/rclone
 COPY docker/kodo-csi-connector.service /csiplugin-connector.service
 COPY docker/entrypoint.sh /entrypoint.sh
 
@@ -33,6 +37,6 @@ RUN chmod +x /usr/local/bin/kodofs \
     /usr/local/bin/${CONNECTOR_FILENAME} \
     /entrypoint.sh
 
-RUN apk add --no-cache ca-certificates bash
+RUN apk add util-linux --no-cache ca-certificates bash
 
 ENTRYPOINT ["/entrypoint.sh"]
diff --git a/Makefile b/Makefile
index 15c8be8..b180fe8 100644
--- a/Makefile
+++ b/Makefile
@@ -72,36 +72,56 @@ install_plugins: install_kodo_csi_driver install_kodofs_csi_driver
 .PHONY: delete_plugins
 delete_plugins: delete_kodo_csi_driver delete_kodofs_csi_driver
 
-.PHONY: docker/rclone
-docker/rclone:
+.PHONY: download-rclone
+download-rclone:
+	# 下载 amd64 版本
 	curl -LJO# https://github.com/rclone/rclone/releases/download/$(RCLONE_VERSION)/rclone-$(RCLONE_VERSION)-linux-amd64.zip
 	unzip rclone-$(RCLONE_VERSION)-linux-amd64.zip
-	mv rclone-$(RCLONE_VERSION)-linux-amd64/rclone docker/rclone
-	chmod +x docker/rclone
+	[ -f "docker/amd64/rclone" ] && rm docker/amd64/rclone || :
+	mv rclone-$(RCLONE_VERSION)-linux-amd64/rclone docker/amd64/rclone
+	chmod +x docker/amd64/rclone
 	rm rclone-$(RCLONE_VERSION)-linux-amd64.zip
 	rm -rf rclone-$(RCLONE_VERSION)-linux-amd64
 
+	# 下载 arm64 版本
+	curl -LJO# https://github.com/rclone/rclone/releases/download/$(RCLONE_VERSION)/rclone-$(RCLONE_VERSION)-linux-arm64.zip
+	unzip rclone-$(RCLONE_VERSION)-linux-arm64.zip
+	[ -f "docker/arm64/rclone" ] && rm docker/arm64/rclone || :
+	mv rclone-$(RCLONE_VERSION)-linux-arm64/rclone docker/arm64/rclone
+	chmod +x docker/arm64/rclone
+	rm rclone-$(RCLONE_VERSION)-linux-arm64.zip
+	rm -rf rclone-$(RCLONE_VERSION)-linux-arm64
+
 # 下载kodofs二进制文件，由于kodofs是私有仓库，所以需要携带 Github API Token 才能下载
-.PHONY: docker/kodofs
-docker/kodofs:
+.PHONY: download-kodofs
+download-kodofs:
 	@if [ -z $$GITHUB_API_TOKEN ];\
 		then \
 			echo "Please configure environment GITHUB_API_TOKEN"; \
 			exit 1; \
 	fi
+	# 下载 arm64
+	[ -f "scripts/kodofs_linux_arm64" ] && rm scripts/kodofs_linux_arm64 || :
+	cd scripts && bash get_gh_asset.sh qbox kodofs $(KODOFS_VERSION) kodofs_linux_arm64
+	[ -f "docker/arm64/kodofs" ] && rm docker/arm64/kodofs || :
+	mv scripts/kodofs_linux_arm64 docker/arm64/kodofs
+	chmod +x docker/arm64/kodofs
+	# 下载 amd64
+	[ -f "scripts/kodofs" ] && rm scripts/kodofs || :
 	cd scripts && bash get_gh_asset.sh qbox kodofs $(KODOFS_VERSION) kodofs
-	mv scripts/kodofs docker/kodofs
-	chmod +x docker/kodofs
-
-.PHONY: build_image
-build_image: docker/rclone docker/kodofs
-	docker build --pull \
-		-t="$(DOCKERHUB_ORGANIZATION)/$(DOCKERHUB_IMAGE):$(VERSION)" \
-		-f Dockerfile .
+	[ -f "docker/amd64/kodofs" ] && rm docker/amd64/kodofs || :
+	mv scripts/kodofs docker/amd64/kodofs
+	chmod +x docker/amd64/kodofs
 
 .PHONY: push_image
-push_image: build_image
-	docker push "$(DOCKERHUB_ORGANIZATION)/$(DOCKERHUB_IMAGE):$(VERSION)"
+push_image: docker/rclone docker/kodofs
+	docker buildx create --name=CSIBuilder --driver docker-container  --platform linux/amd64,linux/arm64
+	docker buildx build --push \
+		--builder CSIBuilder \
+ 		--platform linux/amd64,linux/arm64 \
+ 		-t "$(DOCKERHUB_ORGANIZATION)/$(DOCKERHUB_IMAGE):$(VERSION)" \
+ 		-f Dockerfile \
+ 		.
 
 .PHONY: install_kodo_static_example
 install_kodo_static_example: k8s/kodo.yaml
diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
index 16c73bf..3705bf1 100644
--- a/docker/entrypoint.sh
+++ b/docker/entrypoint.sh
@@ -2,7 +2,7 @@
 
 set -e
 
-HOST_CMD="/usr/local/bin/nsenter --all --target 1 --"
+HOST_CMD="nsenter --all --target 1 --"
 
 rm -f /host/usr/local/bin/kodofs /host/usr/local/bin/connector.plugin.storage.qiniu.com /host/usr/local/bin/rclone
 cp /usr/local/bin/kodofs /host/usr/local/bin/kodofs
diff --git a/scripts/get_gh_asset.sh b/scripts/get_gh_asset.sh
index 1ef98cd..38d5846 100644
--- a/scripts/get_gh_asset.sh
+++ b/scripts/get_gh_asset.sh
@@ -29,7 +29,7 @@ curl -o /dev/null -sH "$AUTH" $GH_REPO || { echo "Error: Invalid repo, token or
 # Read asset tags.
 response=$(curl -sH "$AUTH" $GH_TAGS)
 # Get ID of the asset based on given name.
-eval $(echo "$response" | grep -C3 "name.:.\+$name" | grep -w id | tr : = | tr -cd '[[:alnum:]]=')
+eval $(echo "$response" | grep -C3 "name.:.\+$name\"" | grep -w id | tr : = | tr -cd '[[:alnum:]]=')
 # id=$(echo "$response" | jq --arg name "$name" '.assets[] | select(.name == $name).id') # If jq is installed, this can be used instead. 
 [ "$id" ] || { echo "Error: Failed to get asset id, response: $response" | awk 'length($0)<100' >&2; exit 1; }
 GH_ASSET="$GH_REPO/releases/assets/$id"