Tool servers have low CPU due to handling I/O-intensive tasks, so using CPU as the autoscaling signal incorrectly suggests no scale-out is needed; the correct signals are request queue depth or active connection count, and after Saket's team switched to queue-depth-based autoscaling, scaling lag dropped from approximately 3 minutes to approximately 30 seconds.