A distributed network is a system where components are spread across multiple physical or virtual locations, communicating and coordinating to achieve a common goal. This decentralized approach enhances Fault Tolerance and scalability, allowing operations to continue even if individual nodes fail, often utilizing principles like Peer-to-peer connectivity.