Middleware refers to functions or modules between a request and response cycle, which can be broadly classified into three types: request, response, and error middlewares. The Node.js request processing pipeline is a sequential process where each middleware function executes in a specific order. Best practices for implementing middleware include keeping it lightweight, using async/await syntax, and complying with security best practices.