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Explain MLOps on Azure, how do Azure DevOps and Azure ML Pipelines fit together?

Microsoft's scenario rounds reward one specific framing: two pipeline systems, two jobs, one handoff point. Which tool owns triggers and approvals, which owns compute and lineage, and the managed-endpoint detail that makes blue-green trivial.

Updated Sep 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.

Microsoft's scenario rounds reward one specific framing: two pipeline systems, two jobs, one handoff point. Which tool owns triggers and approvals, which owns compute and lineage, and the managed-endpoint detail that makes blue-green trivial.

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