observability-stack

Installation
SKILL.md

Observability Stack

Overview

Production observability using the three pillars (metrics, logs, traces) with OpenTelemetry as the collection standard. Covers metric design, alerting strategies, dashboard patterns, and cost management.

The Three Pillars

Pillar What Tool Stack When
Metrics Numeric time-series data Prometheus + Grafana Trend detection, alerting, capacity
Logs Structured event records Loki / ELK / CloudWatch Debugging, audit trails, forensics
Traces Request flow across services Tempo / Jaeger / X-Ray Latency analysis, dependency mapping

All three must be correlated via trace context (trace_id, span_id) for effective debugging.

Metric Design

RED Method (Service-Level)

Related skills

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Apr 12, 2026