// stuff I actually shipped
Selected Work
// numbers that kept me employed
Things I Actually Improved
Real numbers from real servers that real people depend on
Cold Start
93%
API boot went from 45s to 3s — yes, 45 seconds was real
Throughput
42%
Quiz serving got faster with Redis. Users didn't notice. That's the point.
Search Latency
78%
Search over 10M+ records now under 280ms. Was painful before.
DB Load
85%
Added caching layers so the database could finally breathe
RAM Usage
85%
1.2GB → 180MB. The server stopped sweating.
Gateway
10K
req/min and it stays up. That's the whole job.