As data volumes grow from gigabytes to terabytes and eventually petabytes, a single database server often becomes a bottleneck. Storage limitations, CPU constraints, memory pressure, and network bandwidth can all impact performance. Scaling vertically by upgrading hardware helps only to a certain point. Beyond that, horizontal scaling becomes...