Observability

Metrics and the Four Golden Signals

Use metrics and the four golden signals to quantify service demand, failures, responsiveness, and capacity pressure without confusing aggregates with user experience.

Intermediate14 min read
Observability lessonDelivery and reliability foundationsPractice

UNTIMED COACHING

Practice before the pressure

Use feedback to correct the model, not merely memorize an option position.

GUIDED PRACTICE

Practice the lesson questions

Answer normal lesson questions without a timer. Every answer includes an explanation, and incorrect answers can be tried again before continuing.

CONCEPT MODELS

See the lesson as a system

Use these visual guides to connect the key ideas before answering the questions.

Connect the roles in Metrics and the Four Golden SignalsKeep traffic rate, error ratio, latency distribution, and saturation level as separate service roles.
Connect the roles in Metrics and the Four Golden SignalsA topic-specific model connects four distinct roles used to reason about metrics and the four golden signals.
Request counterCounter measures search requests over time
Failure metricMetric divides failed requests by total attempts
Latency histogramHistogram groups request durations into buckets
Capacity gaugeGauge reports queue pressure near a limit
Verify Golden-signal viewConnect golden-signal view with its topic-specific inspection, expected outcome, and protected delivery boundary.
Verify Golden-signal viewA verification model for metrics and the four golden signals connects the final service decision to its check, result, and protected boundary.
Service dashboardDashboard aligns four service signals
Starting checkInspect service dashboard
Expected resultConfirm service dashboard
Safety boundaryProtect request counter scope