Data
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- **Over-caching without invalidation**: Adding caches without invalidation strategies
serving stale data and creating consistency bugs
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serving stale data and creating consistency bugs
destroying concurrency benefits
causing query times to grow linearly with data volume
>50ms for OLTP queries)
multiplying database round-trips linearly
leading to OOM crashes in production
Index Tuning)
Zipkin) to identify cross-service latency bottlenecks
py-spy for Python
JMeter
New Relic
Lighthouse
Profilers
memory limitations
input/output requirements
speed vs memory)
p95
but strategic optimization is essential
not just local improvements
data volume
measured impact
<50ms (p95) for database queries
verify:
FID <100ms