StackPractices

observability

Practical resources about observability for software engineers.

51 results

Understanding Production Systems

You cannot fix what you cannot see. Observability combines metrics, logs, and traces into a coherent picture of system health. It is the difference between reactive firefighting and proactive capacity planning.

These resources cover structured logging with JSON, Prometheus metric collection, Grafana dashboard design, distributed tracing with OpenTelemetry, and alerting strategies. Learn how to reduce mean time to detection and resolution in production environments.

intermediate

Alert Management: On-Call Alerting That Works

A practical guide to alert management: cut alert fatigue, set severity levels, design escalation...

advanced

Distributed Tracing: OpenTelemetry, Jaeger, Zipkin

Master distributed tracing with OpenTelemetry, Jaeger, and Zipkin. Trace propagation across...

advanced

Complete Guide to Observability with the Grafana Stack

Set up the full Grafana observability stack: Prometheus, Loki, Tempo, Alloy and Grafana with a...

advanced

Prometheus and Grafana: Metrics, Dashboards, Alerting

Instrument services with Prometheus metrics, query them in PromQL, build Grafana dashboards, and...

intermediate

Sentry: Error Tracking, Triage, and Resolution

Master Sentry for production error tracking. Covers SDK integration in Python, Node.js, and Java,...

sentry error-tracking monitoring alerting
intermediate

Structured Logging: JSON Logs, Correlation IDs, Aggregation

Structured logging with JSON output, correlation IDs, and log levels. Python structlog, Node.js...

guide structured-logging json-logs correlation-id
intermediate

Incident Response Process: Step-by-Step Guide

Step-by-step incident response process: severity levels, incident commander roles, communication...

incident-response incident-commander mttr on-call
intermediate

Log Aggregation — Centralize, Search

A practical guide to log aggregation: structured logging, shipping strategies, retention policies,...

intermediate

Metrics and Dashboards: A Prometheus & Grafana Guide

A practical guide to metrics and dashboards: instrumenting applications, choosing metric types,...

intermediate

Blameless Postmortems: Learning from Incidents Without Blame

A practical guide to blameless postmortems: timelines, root causes, follow-ups, and building a...

postmortem blameless incident root-cause
advanced

Complete Guide to AWS Lambda in Production

Run AWS Lambda in production: cold starts, deployment patterns, connection pooling, observability,...

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