real time metrics
Real Time Metrics: A Practical Guide for Production Teams
At 3 a.m., a deployment can fail while the dashboard still looks healthy. Traffic starts climbing, a dependency slows down, queues build, and error rates rise in short bursts. By the time a minute-level dashboard reflects the full pattern, customers may already be seeing timeouts and failed requests. The