What problem does it solve?
This Skill removes the guesswork from production support by turning opaque services into observable systems with logs, metrics, traces, alerts, and performance signals.
Core Features & Use Cases
- Structured Logging: Design JSON logging pipelines with request IDs and safe field redaction for production troubleshooting.
- Metrics and Dashboards: Instrument services with Prometheus metrics and build Grafana views for latency, error rate, throughput, and business KPIs.
- Alerting and Tracing: Define actionable Prometheus alerts, wire in OpenTelemetry tracing, and correlate events across distributed services.
- Performance Engineering: Plan and run load tests, profile CPU and memory bottlenecks, and forecast capacity for growth.
- Use Case: A backend team can use this Skill to diagnose a slow checkout path, trace the failing dependency, create alerts for error spikes, and validate the fix under load.
Quick Start
Use this Skill to design monitoring for a Go service by adding structured logs, Prometheus metrics, Grafana dashboards, alerting rules, and tracing instrumentation.