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Monitor a Production ML Pipeline

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Your question is Monitor a Production ML Pipeline. Take a moment with it on the right.

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Problem

Scenario

You're working on a production ML pipeline and want clear visibility into where it slows down or becomes unstable. You need a telemetry strategy that helps you spot issues across ingestion, processing, model execution, and downstream delivery.

Question

Describe how you would implement a robust telemetry and monitoring system to detect performance bottlenecks and sources of instability in a production ML pipeline.