Finagle is Twitter's extensible RPC framework for the JVM, designed for high concurrency and performance, providing a uniform API across various protocols. It addresses challenges in enterprise applications such as load balancing, failure detection, and service discovery through a core library that simplifies RPC server and client infrastructure. Key components of Finagle include services, clients, futures for asynchronous operations, and filters for transforming services.