Docker 1.10 has a built in DNS. If your containers are connected to the same user defined network (create a network docker network create my-network and run your container with --net my-network) they can reference each other using the container name. (Docs).
Cool!
One caveat if you are using Docker compose you know that it adds a prefix to your container names, i.e. <project name>_<service name>-#. This makes your container names somewhat more difficult to control, but it might be ok for your use case. You can override the docker compose naming functionality by manually setting the container name in your compose template, but then you wont be able to scale with compose.