Scala Swing is a thin wrapper around Java's Swing GUI framework that aims to simplify it. It uses Scala features like case classes for events, partial functions for event handling, and integrates with Scala collections. This allows building GUI components like panels, buttons, and list views with less verbose code compared to plain Java Swing. Custom painting and mixing in traits also allows flexibility in building component appearances.