Project Voldemort is a distributed key-value storage system that provides automatic data partitioning and replication across multiple servers for enhanced scalability and fault tolerance. It combines in-memory caching with its storage system, allowing for high performance while supporting various serialization frameworks. Unlike relational databases, it focuses on providing a persistent, fault-tolerant hash table that scales horizontally for large applications, though it still presents some rough edges and encourages community contributions.