diff --git a/Dockerfile b/Dockerfile
index eaa859a9b1..c8c45437cc 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,13 +12,14 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-FROM golang:1.18 AS build-env
+FROM --platform=$BUILDPLATFORM golang:1.18 AS build-env
 RUN mkdir -p /go/src/sig.k8s.io/gateway-api
 WORKDIR /go/src/sig.k8s.io/gateway-api
 COPY  . .
+ARG TARGETARCH
 ARG TAG
 ARG COMMIT
-RUN CGO_ENABLED=0 GOARCH=amd64 GOOS=linux go build -a -o gateway-api-webhook \
+RUN CGO_ENABLED=0 GOARCH=$TARGETARCH GOOS=linux go build -a -o gateway-api-webhook \
       -ldflags "-s -w -X main.VERSION=$TAG -X main.COMMIT=$COMMIT" ./cmd/admission
 
 FROM gcr.io/distroless/static:nonroot
diff --git a/README.md b/README.md
index 2bb66e2130..65213c5137 100644
--- a/README.md
+++ b/README.md
@@ -68,3 +68,10 @@ Participation in the Kubernetes community is governed by the
 [concepts]: https://gateway-api.sigs.k8s.io/concepts/api-overview
 [security-model]: https://gateway-api.sigs.k8s.io/concepts/security-model
 
+
+## ARM Image Support
+
+Use buildx for image building to support both amd64 and arm64:
+```
+docker buildx build -f Dockerfile -t registry/admission-server:tag . --platform linux/amd64,linux/arm64
+```