Telemetry
Instrumentation templates

Start with a production question, not a blank event schema

Copy instrumentation templates for AI agents, background jobs, APIs, LLM costs, webhooks, activation, and retention.

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Instrumentation templates

AI Agent Observability Template

Track agent runs, tool calls, retries, model latency, errors, and accepted outcomes with structured SQL-ready events.

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Background Job Failure Monitor

Capture queue, cron, import, billing sync, and webhook job health from the first run through retries and failures.

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API Error And Latency Monitor

Watch request volume, status codes, route latency, failed endpoints, and customer-impacting API incidents.

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LLM Cost Tracker

Measure model spend, token usage, latency, failure rate, and value signals by feature, user, and account.

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Webhook Debugging Template

Track delivery, processing, retries, provider status, idempotency, and downstream effects for critical webhooks.

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Activation And Retention Template

Track the path from signup to first meaningful action, retained usage, upgrade intent, and expansion signals.

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Start with one workflow

Give your coding agent the context and verify real events

Create a free API key, choose the closest resource, and ask the agent to run the flow before it considers the instrumentation done.

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