Docker Swarm is the easiest orchestrator to get started with - it uses the standard Docker Compose spec to model applications, and all the orchestration components are built right into the Docker Engine.
In this episode of Elton's Container Show you'll see how easy it is to set up a multi-node Docker Swarm, model your applications with production settings and deploy everything to the platform.