debug

Triage production issues by interpreting logs, traces, and metrics to establish ground truth, gather evidence, map failure propagation, and decide on mitigations. This structured workflow identifies symptoms and potential root causes across HTTP/gRPC services and asynchronous workers.

Diagnose 5xx errors and latency spikes by following a telemetry-driven analysis workflow that maps failure propagation across HTTP/gRPC services. You establish ground truth, collect evidence from traces, and form hypotheses to decide on mitigations for SLO violations.

Yes, existing telemetry is required to debug production incidents using this triage workflow. You need logs, traces, and metrics already in place to establish ground truth, gather evidence, and identify symptoms and potential root causes for errors and SLO violations.

Yes, you can use this triage workflow for asynchronous workers and gRPC services. The telemetry-driven analysis applies across HTTP/gRPC services and async workers to interpret logs, traces, and metrics for identifying symptoms and root causes of failures.

Identify root causes from observability data by following a structured triage workflow to establish ground truth and gather evidence. You map failure propagation through logs, traces, and metrics to form hypotheses and decide on appropriate mitigations.

Telemetry-driven triage for local issues requires existing logs, traces, and metrics to function effectively. Without established telemetry, the structured workflow cannot establish ground truth or gather the evidence needed to identify symptoms and decide on mitigations.