diff --git a/README.md b/README.md
index 45c37e4a1574ad9932f211d0abc288cf4c08cda4..64d9376ecd8df4c46bf04114eadf4be41068c022 100644
--- a/README.md
+++ b/README.md
@@ -204,13 +204,15 @@ make installcheck-bugbuster
   some tests are known to fail with Greenplum. The
   __installcheck-good__ schedule excludes those tests.
 
-## Development with Docker (alpha)
+## Development with Docker
 
 We provide a docker image with all dependencies required to compile and test
 GPDB. You can view the dependency dockerfile at `./docker/base/Dockerfile`.
 The image is hosted on docker hub at `pivotaldata/gpdb-devel`. This docker
 image is currently under heavy development.
 
+A quickstart guide to Docker can be found on the [Pivotal Engineering Journal](http://engineering.pivotal.io/post/docker-gpdb/).
+
 Known issues:
 * The `installcheck-good` make target has at least 4 failures, some of which
   are non-deterministic