Cloud Foundry is an open source cloud platform that allows developers to build, deploy, run, and scale applications on public and private clouds. It provides benefits such as application portability, auto-scaling, centralized administration and logging, dynamic routing, and health management. Cloud Foundry supports various programming languages and frameworks through buildpacks and runs on Ubuntu, with components that provide organizations, spaces, user accounts, and role-based access controls.