Okuyama is a distributed key-value storage system implemented completely in Java that allows for scalability without single points of failure. It offers three options for data persistence and allows data to be stored redundantly across multiple data nodes for fault tolerance. As more nodes are added, the load is distributed automatically for increased performance. Unique features include using tag-based metadata to group related data entries.