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Diagnosed a cache-stampede problem via distributed locking — cut redirect latency ~800ms → ~80ms (10×) under concurrent cold-cache load while preserving correctness.
Details
Redis-backed caching with MongoDB fallback
Base62 encoding (3.5T code space)
JWT auth, rate limiting
Async analytics pipeline, zero overhead on the hot path