diff --git a/build/build-image/cross/Dockerfile b/build/build-image/cross/Dockerfile
index 926da0148a4..d7df6b6982f 100644
--- a/build/build-image/cross/Dockerfile
+++ b/build/build-image/cross/Dockerfile
@@ -20,6 +20,7 @@ MAINTAINER  Joe Beda <jbeda@google.com>
 
 ENV KUBE_CROSSPLATFORMS \
   linux/386 linux/arm \
-  darwin/amd64 darwin/386
+  darwin/amd64 darwin/386 \
+  windows/amd64
 
 RUN cd /usr/src/go/src && for platform in ${KUBE_CROSSPLATFORMS}; do GOOS=${platform%/*} GOARCH=${platform##*/} ./make.bash --no-clean; done