diff --git a/projects/kubernetes/image-cache/Dockerfile b/projects/kubernetes/image-cache/Dockerfile
index 33815b306..a333ede8e 100644
--- a/projects/kubernetes/image-cache/Dockerfile
+++ b/projects/kubernetes/image-cache/Dockerfile
@@ -1,4 +1,21 @@
-FROM docker:17.06.0-ce-dind
+FROM docker:17.06.0-ce-dind AS docker
+
+# Nothing to do in here, just for COPY --from=docker below
+
+FROM linuxkit/alpine:9bcf61f605ef0ce36cc94d59b8eac307862de6e1 AS build
+
+RUN mkdir -p /out/etc/apk && cp -r /etc/apk/* /out/etc/apk/
+RUN apk add --no-cache --initdb -p /out \
+    alpine-baselayout \
+    busybox
+
+# Remove apk residuals. We have a read-only rootfs, so apk is of no use.
+RUN rm -rf /out/etc/apk /out/lib/apk /out/var/cache
+
+FROM scratch
+WORKDIR /
+COPY --from=build /out /
+COPY --from=docker /usr/local/bin/docker /usr/local/bin/docker
 COPY *.tar /images/
 ENTRYPOINT [ "/bin/sh", "-c" ]
 CMD [ "for image in /images/*.tar ; do docker image load -i $image && rm -f $image ; done" ]