The Play Framework is an MVC web framework that follows an asynchronous request-response model using Scala. It separates application logic and data from the user interface using controllers. Play brings type safety to Scala and provides automatic reloading for quick development cycles. The framework includes routes for mapping requests, controllers for handling requests, templates for views, JSON formatting for models, and internationalization support. Assets like images and files are also easily managed in Play applications.