tl;dr:Most teams try to scale databases by throwing hardware at the problem, duplicating data, or rewriting slow queries, often at great cost. But there's a quieter and far more efficient path: SQL-layer query caching. It cuts load, reduces tail latency, and simplifies scaling, without migrations or infrastructure sprawl.