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- Prefer
StringBuilderover+in loops – the compiler can’t optimise concatenation inside a loop. - Use
java.timeAPI – avoids the mutableDate/Calendarpitfalls and reduces GC pressure. - Avoid
synchronizedon high‑traffic paths – replace withjava.util.concurrent.locks.StampedLockorjava.util.concurrent.atomicprimitives. - Leverage
VarHandlefor low‑level, lock‑free structures (only when needed). - Profile with
jvisualvmorasync-profilerbefore optimisation—measure first, guess second. - Tune the G1 collector (
-XX:MaxGCPauseMillis=200) for latency‑sensitive services.
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- Unit tests: JUnit 5, Mockito or MockK style mocking.
- Integration tests: use Testcontainers for realistic DB/queue dependencies.
- Performance tests: use JMH for microbenchmarks and Gatling/k6 for load tests.
- CI: run tests and static analysis on every PR; gate merged changes.