HTTP 499 spikes frequently emerge during traffic surges and slow dependency responses. This guide connects autoscaling delays, overloaded databases, and retry storms to client impatience. Learn mitigation strategies including caching, backpressure, and async processing that stabilize systems, reduce wasted work, and sustain responsiveness under heavy demand for critical online platforms. https://indeedseo.com/blog/499-http/