diff --git a/build.Dockerfile b/build.Dockerfile
index ebe999d68..a28831687 100644
--- a/build.Dockerfile
+++ b/build.Dockerfile
@@ -15,7 +15,7 @@ RUN go get github.com/jteeuwen/go-bindata/... \
 && go get github.com/sgotti/glide-vc
 
 # Which docker version to test on
-ARG DOCKER_VERSION=17.03.1
+ARG DOCKER_VERSION=17.03.2
 
 
 # Which glide version to test on
@@ -28,7 +28,7 @@ RUN mkdir -p /usr/local/bin \
 
 # Download docker
 RUN mkdir -p /usr/local/bin \
-    && curl -fL https://get.docker.com/builds/Linux/x86_64/docker-${DOCKER_VERSION}-ce.tgz \
+    && curl -fL https://download.docker.com/linux/static/stable/x86_64/docker-${DOCKER_VERSION}-ce.tgz \
     | tar -xzC /usr/local/bin --transform 's#^.+/##x'
 
 WORKDIR /go/src/github.com/containous/traefik