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Never query the persistent database if the data can be served from memory. High-load platforms utilize an aggressive, multi-layered approach: Cache Layer Technology Example Local variables, Guava, Caffeine

: Used when microsecond-level latency and strict memory safety are required without the unpredictable pauses of a Garbage Collector (GC). hiloadorg top

High-load scenarios often present with specific bottlenecks, such as: Never query the persistent database if the data