Distributed File Systems (DFS) enable multiple computers to share and manage files seamlessly over a network. They ensure data consistency, fault tolerance, and efficient access by distributing storage across several nodes. This setup improves scalability, performance, and availability, allowing users to access files as if they were on a local drive, thus supporting large-scale data processing and AI workloads efficiently.