Queue growth rapidly turns a capacity problem into a user-latency incident.
LATENCY & PERFORMANCEAI SRE
Queueing and Backpressure
Queueing occurs when incoming AI work arrives faster than serving capacity can process it.
GPU utilization reaches 96%, pending requests rise from 20 to 600 and p95 TTFT jumps from 1.1s to 9s.
At what queue depth do you shed load, route elsewhere or degrade gracefully?
REMEMBERA growing queue is an early warning that latency is about to fail.
No uploads · No company data · No account required