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Cloudflare's new agent tracing feature bridges infrastructure telemetry with LLM-specific events like tool runs and model calls, providing a unified view of multi-agent workflows. However, developers must account for truncated payloads in documentation warnings and prepare for billing changes starting October 1, 2026, which will treat every span as a billable observability event.

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Cloudflare Adds Agent Tracing, with Truncation Limits and Uneven Payload Defaults

InfoQAugust 15, 20264 min read

Cloudflare launched agent tracing, adding spans for agent invocations, model calls, tool runs, and approvals to existing Workers traces. Sessions replay turn by turn, though the docs warn traces are not lossless and payloads may be truncated. Payload recording defaults differ by framework, and from October 1, 2026 every span counts as a billable event. By Steef-Jan Wiggers

Cloudflare has launched agent tracing, the first component of Cloudflare Agents, a dashboard surface that gathers deployed agent sessions in one place. The release adds agent-level spans to the Workers tracing already in place, and it arrives with a pricing date attached: tracing is free during beta, and from October 1, 2026 it falls under Workers Observability pricing. The problem statement is the useful part. An agent can return HTTP 200 and still fail. It may pick the wrong tool, hand…

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