Docker is an open-source containerization platform that standardizes applications into containers using a client-server architecture involving a Docker client and daemon. It manages various aspects including images, containers, and networks, while providing storage solutions like data volumes. Kubernetes, described as a container orchestration tool, automates deployment and scaling of applications through pods and nodes, facilitating efficient workload management.