Docker is a hardware-agnostic and platform-agnostic tool for building, shipping, and running containers, which can function across various environments without being tied to specific languages or frameworks. Key components include the Docker Engine, a client-server application, Docker Machine for managing virtual hosts, and Docker Swarm for clustering and scheduling containers. Docker Compose is used for defining and running multi-container applications, utilizing a single configuration file to streamline service initiation.