Metrics and dashboards
Find the time, service, route, status, or cluster where behavior diverged.
Give operators one continuous path from symptom to service, request, span, hot function, and event instead of disconnected tools and copied IDs.

The workflow joins product surfaces that usually live in separate backends.
workflow
The improvement is not another visualization; it is the removal of repeated reconstruction work.
Move from Prometheus to a trace backend to a log backend and manually recreate scope.
A neighboring request or wider window requires repeating the same setup.
Move into the next signal with tenant, service, trace, and time context already attached.
Compare frames, pin evidence, and return to earlier hypotheses without rebuilding them.
proof / shipped
Built-in sample data creates logs, metrics, and traces with shared trace IDs for an immediate drill-down.
Give operators one continuous path from symptom to service, request, span, hot function, and event instead of disconnected tools and copied IDs.