diff --git a/Dockerfile b/Dockerfile
index 15a8c996032dd618e7eb410313e392874cbf437c..d09d92cf3b05895467aae969c99f29761d085218 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,6 +1,10 @@
-FROM golang:1.9
-RUN go get -u github.com/kevinburke/go-bindata/...
+FROM golang:1.11
+
 WORKDIR /go/src/github.com/mccutchen/go-httpbin
+
+COPY Makefile .
+RUN make deps
+
 COPY . .
 RUN make