“observability”

ロギング、メトリクス、分散トレーシングのオブザーバビリティパターン。 Use when: 構造化ロギング、メトリクス/モニタリング、分散トレーシング、ヘルスチェック。 Trigger phrases: logging, metrics, tracing, monitoring, health check…

Structured logging with Pino/Winston, OpenTelemetry tracing, metrics collection, Grafana dashboards, and alerting rules.

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus.

Structured logging, distributed tracing, metrics, and health checks for Go services.

Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for…

Use for anything related to EAS Observe - adding `expo-observe` to an Expo project (AppMetricsRoot/ObserveRoot HOC, markInteractive and…

Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.

Instrument AI agents with tracing, token metrics, latency, and cost visibility.

Comprehensive AWS observability with CloudWatch Logs, Metrics, Alarms, Application Signals APM, CloudTrail auditing, and codebase observability gap analysis.

Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization…

Scaffold-time observability so a shipped product is not blind in prod from day one — error capture (Sentry), request-id structured logging, and /healthz +…

Onboard an application into Elastic Observability with the Elastic Distribution of OpenTelemetry (EDOT): route on language and runtime, detect and replace a…

Validates and bootstraps Amazon Bedrock AgentCore observability so customers can trace agent reasoning, detect silent failures, and measure performance before…

Builds, configures, debugs, and optimizes AWS observability with CloudWatch (Log Insights, Metrics, Alarms, Dashboards, EMF), X-Ray, CloudTrail, and ADOT (AWS…

Sessy — Amazon SES observability

marckohlbrugge

Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.

Open-source AI observability platform for LLM tracing, evaluation, and monitoring.

Audit observability for a service or system: structured logging, metrics for golden signals, distributed tracing, dashboard quality, alert noise, SLO…

Grafana Cloud Database Observability — query-level performance insights for MySQL and PostgreSQL.

Observability for Bedrock AI calls: EMF metrics (BedrockTokensIn, BedrockTokensOut, BedrockLatencyMs), X-Ray subsegments per model call, cost dimension…

Design and operate service reliability targets in Elastic Observability: choose an SLI type and a defensible target, pick a time window and budgeting method…

Specialized workflows for OpenTelemetry, Prometheus, Grafana, Jaeger, and AI-specific observability (token latency, model-aware routing).

Scores the observability of every entry point in a codebase with `autotel map` and closes the gaps it reports.

AI agent observability with deterministic record/replay for debugging agent failures.