Incident Debugging in Production Systems (Part 2)

Logs provide raw event-level data but lack the system-wide context needed to diagnose production incidents, often leading engineers to chase misleading signals. Effective incident debugging requires moving from raw logs to filtered signals to recognizable failure patterns. The missing layer in most observability tooling is structured judgement that classifies failure types and recommends actions under pressure.