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Layer 12 of 20
Analytics & Observability
Operational visibility: logs, metrics, traces, SLOs, analytics pipelines, and diagnostics for reliability at scale.
Responsibilities
- Provide telemetry (logs/metrics/traces) and user experience monitoring.
- Define SLOs and support rapid diagnosis (MTTR reduction).
- Enable analytics pipelines with privacy controls.
Key interfaces
- Tracing context propagation and sampling policy.
- Metrics taxonomy (golden signals) and dashboards.
- Alerting and incident escalation workflow.
Operational signals
These are the measurements that tell you whether this layer is healthy in production.
- Golden signals: latency, traffic, errors, saturation.
- SLO compliance and burn rate alerts.
- Client-side Web Vitals and crash-free sessions.
Failure modes
- Telemetry overload causing cost or performance issues.
- Low-fidelity logs preventing root cause analysis.
- Alert fatigue from noisy signals.
Production readiness checklist
- Adopt a metrics taxonomy and sampling strategy.
- Instrument critical paths and propagate trace IDs everywhere.
- Tune alerts to actionable thresholds; run post-incident reviews.