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Track rogue LLM calls with traces, call counts, token usage, costs, models, and retry evidence before a loop becomes an incident.

Set up trace based alerts for errors and latency. Check sampling, request counts, time windows, and notification context before paging.

Migrate to OpenTelemetry without downtime with a parallel Collector path, trace parity checks, and a safe service-by-service cutover.

Monitor LLM call latency in production workflows with traces, model percentiles, token usage, costs, errors, and workflow context.

Configure the Sentry Go SDK for trace sampling, releases, environments, breadcrumbs, event filtering, request scope, and reliable delivery.

Fix dd-trace init order in Node.js with correct CommonJS, ESM, TypeScript, and bundler startup patterns when spans or routes disappear.

Use this PHP observability checklist to trace requests, surface PDO and HTTP bottlenecks, and inspect runtime state without redeploying.

Compare the best APM tools for 2026 by debugging workflow, OpenTelemetry fit, pricing model, and runtime-state visibility.

Build Django observability with traces, query visibility, alerts, and dynamic logs so you can debug production issues without guessing.

Set up NestJS tracing with OpenTelemetry and Tracekit so you can follow requests, catch regressions, and inspect runtime state without redeploying.

Choose the right OpenTelemetry trace viewer, inspect the critical path fast, and know when to move from spans to runtime state.

Debug Gin framework apps in production with OpenTelemetry tracing, pprof profiling, GORM query optimization, and structured logging for Go services.