Described is a framework that manages a clustered, distributed NoSQL data store across multiple server nodes. The framework may include daemons running on every server node, providing auto-sharding and unified data service such that user data can be stored and retrieved consistently from any node. The framework may further provide capabilities such as automatic fail-over and dynamic capacity scaling.