The hidden cost of autoscaling: By the time your system reacts to the traffic, it's already too late

The traffic arrives. Response times climb, a threshold is crossed, the autoscaler notices and requests capacity. Instances start, health checks pass, and new capacity joins the pool. By then the surge ...