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DataRobot Blog · Read source ↗

DataRobot has introduced local tracing in its CLI, enabling users to debug agent behavior with an OpenTelemetry dashboard directly on their localhost. This tool is designed to catch issues early, before they reach production, potentially reducing errors in deployed models.

MyDataWork POV — Local tracing in DataRobot's CLI sounds promising at first glance, but let's scrutinize the claim. By placing an OpenTelemetry dashboard on localhost, it assumes developers have the bandwidth to thoroughly debug in real-time. But the reality is, tracing on a local machine often lacks the complexity of a production environment, where true issues manifest. Without replicating the full production stack, this approach risks missing critical interactions and dependencies that only surface under real-world conditions. It's a first step, sure, but not a comprehensive safety net.
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