diff --git a/Dockerfile b/Dockerfile
index 2f66ca7..dbc6162 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,42 +1,43 @@
-FROM golang:1.22.1 as common-builder
+FROM --platform=$BUILDPLATFORM golang:1.22.1 as common-builder
 WORKDIR $GOPATH/src/github.com/run-ai/fake-gpu-operator
 COPY go.mod .
 COPY go.sum .
 RUN go mod download
 COPY Makefile .
 COPY internal/common ./internal/common
+ARG TARGETOS TARGETARCH
 
 FROM common-builder as device-plugin-builder
 COPY ./cmd/device-plugin/ ./cmd/device-plugin/
 COPY ./internal/deviceplugin/ ./internal/deviceplugin/
-RUN make build COMPONENT=device-plugin
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=device-plugin
 
 FROM common-builder as status-updater-builder
 COPY ./cmd/status-updater/ ./cmd/status-updater/
 COPY ./internal/status-updater/ ./internal/status-updater/
-RUN --mount=type=cache,target=/root/.cache/go-build make build COMPONENT=status-updater
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=status-updater
 
 FROM common-builder as status-exporter-builder
 COPY ./cmd/status-exporter/ ./cmd/status-exporter/
 COPY ./internal/ ./internal/
-RUN --mount=type=cache,target=/root/.cache/go-build make build COMPONENT=status-exporter
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=status-exporter
 
 FROM common-builder as topology-server-builder
 COPY ./cmd/topology-server/ ./cmd/topology-server/
-RUN --mount=type=cache,target=/root/.cache/go-build make build COMPONENT=topology-server
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=topology-server
 
 FROM common-builder as nvidia-smi-builder
 COPY ./cmd/nvidia-smi/ ./cmd/nvidia-smi/
-RUN make build COMPONENT=nvidia-smi
-
-FROM common-builder as preloader-builder 
-COPY ./cmd/preloader/ ./cmd/preloader/
-RUN make build-preloader
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=nvidia-smi
 
 FROM common-builder as mig-faker-builder
 COPY ./cmd/mig-faker/ ./cmd/mig-faker/
 COPY ./internal/ ./internal/
-RUN --mount=type=cache,target=/root/.cache/go-build make build COMPONENT=mig-faker
+RUN --mount=type=cache,target=/root/.cache/go-build make build OS=$TARGETOS ARCH=$TARGETARCH COMPONENT=mig-faker
+
+FROM common-builder as preloader-builder 
+COPY ./cmd/preloader/ ./cmd/preloader/
+RUN make build-preloader
 
 FROM jupyter/minimal-notebook as jupyter-notebook
 COPY --from=nvidia-smi-builder /go/src/github.com/run-ai/fake-gpu-operator/bin/nvidia-smi /bin/
diff --git a/Makefile b/Makefile
index 9f19bb5..dcb22c3 100644
--- a/Makefile
+++ b/Makefile
@@ -7,8 +7,11 @@ DOCKER_TAG=0.0.0-dev
 DOCKER_IMAGE_NAME=${DOCKER_REPO_FULL}:${DOCKER_TAG}
 NAMESPACE=gpu-operator
 
+OS?=linux
+ARCH?=amd64
+
 build:
-	env GOOS=linux GOARCH=amd64 go build -o ${BUILD_DIR}/ ./cmd/${COMPONENT}
+	env GOOS=${OS} GOARCH=${ARCH} go build -o ${BUILD_DIR}/ ./cmd/${COMPONENT}
 .PHONY: build
 
 build-preloader:
@@ -21,7 +24,8 @@ clean:
 .PHONY: clean
 
 image:
-	DOCKER_BUILDKIT=1 docker build -t ${DOCKER_IMAGE_NAME} --target ${COMPONENT} .
+	docker buildx inspect fgo-multi-platform > /dev/null || docker buildx create --name=fgo-multi-platform
+	docker buildx --builder=fgo-multi-platform build -t ${DOCKER_IMAGE_NAME} --target ${COMPONENT} --platform linux/amd64,linux/arm64 .
 .PHONY: image
 
 images: