In user-facing distributed systems, latency is often a stronger signal of failure than errors. When responses exceed user expectations, the distinction between “slow” and “down” becomes largely irrelevant, even if every service is technically healthy. I’ve seen this pattern across multiple systems. One incident, in particular, forced me to confront how much production behavior is…