SQLite query optimization significantly improved the performance of the Matrix Rust SDK, boosting event processing from 19,000 to 4.2 million events per second. The article details the structure of data persistence using LinkedChunk and how identifying and addressing inefficiencies in SQL queries led to this enhancement. It emphasizes the importance of profiling tools and strategic indexing to optimize database interactions.