The Hidden Storage Engine: Understanding LSM Trees and Database Performance

Understanding your database's storage engine is critical for production performance optimization. This article uses a real Cassandra incident where write latency spiked from 2ms to 400ms due to SSTable compaction to demonstrate how LSM Tree design directly impacts performance—and why storage engine tuning often surpasses application-level optimization.