observability

Implement the three pillars of observability: logs, metrics, and traces.

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Install skill "observability" with this command: npx skills add srstomp/pokayokay/srstomp-pokayokay-observability

Observability

Implement the three pillars of observability: logs, metrics, and traces.

The Three Pillars

Pillar Purpose Key Question

Logs Discrete events with context What happened?

Metrics Aggregated measurements How much/many?

Traces Request flow across services Where did time go?

Quick Pick

  • Debug specific request? → Logs + Traces

  • Alert on thresholds? → Metrics

  • Understand system health? → All three

  • Starting from zero? → Logs first, then metrics, then traces

Key Principles

  • Use structured logging (JSON) with correlation IDs across all services

  • Instrument the four golden signals: latency, traffic, errors, saturation

  • Define SLIs/SLOs before building dashboards or alerts

  • Alert on symptoms (user impact), not causes (CPU usage)

Quick Start Checklist

  • Set up structured logger (Pino recommended for Node.js)

  • Add request correlation IDs (middleware)

  • Instrument key metrics (RED: Rate, Errors, Duration)

  • Configure distributed tracing (OpenTelemetry)

  • Create dashboards for golden signals

  • Set up alerts with appropriate severity levels

References

Reference Description

logging-patterns.md Structured logging, log levels, Pino/Winston setup

metrics-guide.md Prometheus, counters/gauges/histograms, golden signals

tracing-basics.md OpenTelemetry, distributed tracing, span design

alerting-guide.md Alert design, SLIs/SLOs, severity levels, dashboards

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