Play is a stateless web framework for Scala and Java that provides a full stack solution for web development. It includes features like JSON integration, RESTful APIs by default, and a standard application layout. The framework uses routes files to map URLs to controller actions. Templates are used to render views and are written in Scala. Controllers handle business logic and call models and queries to interact with databases. Models define the application's domain and queries. Play supports MongoDB out of the box via ReactiveMongo.