Scaling Key-Value Systems: Architecture and Consistency Tradeoffs

Building distributed key-value stores requires navigating fundamental tradeoffs between consistency, availability, and partition tolerance—the core challenge of the CAP theorem. Modern systems employ consistent hashing for balanced data distribution, replication for fault tolerance, and quorum mechanisms to maintain data correctness across failures. Understanding these design patterns is essential for architects building scalable, resilient database systems.