Docker is an open platform for developing, shipping, and running applications, allowing for faster and more efficient software delivery by separating applications from infrastructure. It offers advantages over virtual machines, including reduced resource usage, quicker deployment, and no need for an entire operating system to run, enhancing memory efficiency. Docker involves the use of images, containers, and Dockerfiles, streamlining the process of application management and execution.