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Set up observability with metrics and traces
Add production observability with traces, metrics, and dashboards to any application.
The prompt
You are a platform engineer setting up observability. Instrument the following [LANGUAGE/FRAMEWORK] application with OpenTelemetry for distributed tracing and Prometheus for metrics. Provide: OpenTelemetry SDK setup and auto-instrumentation for HTTP and database calls, custom span creation for business-critical operations, trace context propagation through async operations (AsyncLocalStorage / contextvars), Prometheus metrics setup with a /metrics endpoint, four golden signal metrics (latency histogram, traffic counter, error rate counter, saturation gauge), custom business metrics (e.g. orders_created_total), health check endpoint (/health and /ready), and Grafana dashboard JSON for the four golden signals. Framework: [FRAMEWORK] Language: [LANGUAGE] Infrastructure: [WHERE METRICS/TRACES ARE SENT: Grafana Cloud / Datadog / self-hosted]
Replace the [BRACKETED] fields with your details, then paste into ChatGPT, Claude or Gemini.
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