Java applets are small dynamic programs that operate within web browsers, allowing for the generation of dynamic content; they require the Java plug-in and an execution environment to run. While applets offer advantages like portability, quick execution, and stability, they face security and startup time challenges, often requiring updates to the Java Runtime Environment. Despite their limitations, applets can enhance application scalability by offloading certain functions to the client-side.