Docker allows deploying applications easily across various environments by packaging them along with their dependencies into standardized units called containers. It provides isolation and security while allowing higher density and lower overhead than virtual machines. Core OS and Mesos both integrate with Docker to deploy containers on clusters of machines for scalability and high availability.