This document discusses using containers for continuous integration and continuous delivery with Jenkins. It describes running Jenkins masters and agents in Kubernetes containers for scalability and isolation. Examples are provided for running builds, tests and deployments using container-based Jenkins agents with technologies like Maven, Golang and Selenium. Considerations for storage, networking and resource management are also covered.