This document provides an overview and comparison of common container orchestration platforms including Docker Swarm, Mesosphere DC/OS, and Kubernetes. It begins with an introduction to using containers without an orchestrator and the challenges that presents at scale. Examples of Docker Swarm, DC/OS, and Kubernetes demonstrations are then shown. The document analyzes the features and suitability of each orchestrator for both production and development uses before concluding with additional resources.