diff --git a/README.rst b/README.rst
index a28c6af5fc..b278d2e4a8 100644
--- a/README.rst
+++ b/README.rst
@@ -13,8 +13,6 @@ Getting Started
 We use `Docker <https://www.docker.com/products/docker>`_ to provide a reproducible development environment. Make sure
 you have Docker installed.  Inside of the directory you cloned this project into::
 
-  docker-compose build  # Flaky. Try running the command again if it fails.
-  docker-compose up database  # Starts the database
   docker-compose run openstates <abbreviated state code>  # Scrapes the state indicated by the code e.g. "ny"
 
 This project runs on top of `billy <https://github.com/openstates/billy>`_, a scraping framework for government data.
diff --git a/docker-compose.yml b/docker-compose.yml
index c2021971f4..6512224bbe 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,7 +1,7 @@
 version: "3"
 services:
   openstates:
-    build: .
+    image: openstates/openstates
     environment:
     - BILLY_MONGO_HOST=database
     - MYSQL_HOST=mysql
@@ -21,9 +21,7 @@ services:
     depends_on:
     - database
   scrape:
-    build:
-        context: .
-        dockerfile: Dockerfile-pupa
+    image: openstates/openstates-pupa
     environment:
     - BILLY_MONGO_HOST=database
     - MYSQL_HOST=mysql