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
include:
destroying concurrency benefits
causing query times to grow linearly with data volume
leading to OOM crashes in production
>50ms for OLTP queries)
hash joins
multiplying database round-trips linearly
Zipkin) to identify cross-service latency bottlenecks
JMeter
Index Tuning)
New Relic
py-spy for Python
Profilers
memory limitations
Lighthouse
but strategic optimization is essential
speed vs memory)
input/output requirements
not just local improvements
p95
<50ms (p95) for database queries
data volume
measured impact