Microservices are small, loosely coupled services that address scalability and innovation challenges of monolithic architectures. They allow large applications to be broken down into manageable components, offering benefits like independent scaling and easier technology adoption, but come with challenges such as configuration management and debugging complexity. Several Java frameworks, including Spring Boot and Dropwizard, facilitate the development of microservices.