Understand the limitations of single-leader metadata architectures in distributed file systems, including bottlenecks in scalability, availability, and fault tolerance. Learn how to design a distributed metadata service using concurrent, multi-threaded servers to eliminate the need for a central coordinator. Explore the role of sharded, ACID-compliant transactional databases (e.g., FoundationDB) in enabling scalable, consistent, and highly available metadata storage. Discover architectural patterns that support exabyte-scale namespaces with billions of files while preserving POSIX semantics. Understand the challenges and architectural transitions in moving from a single metadata server (MDS) leader to a fully distributed metadata service.