Engineers cannot diagnose latency problems using standard metrics like mean response time

Backend engineers and DevOps teams struggle to identify the root cause of latency issues because mean averages hide the true distribution of performance problems—percentile-based visualization is critical but not standard practice. Current monitoring tools emphasize mean/median metrics that mask outliers and tail latencies, forcing engineers to spend hours manually analyzing raw data or switching between multiple tools to understand what's actually happening in production.