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Design ML Architecture for Legacy Data

MediumSystem Design00:00
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Your question is Design ML Architecture for Legacy Data. Take a moment with it on the right.

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Problem

Scenario

You are helping modernize a client platform that relies on legacy systems, fragmented data sources, and manual business workflows. The client wants a scalable ML data architecture that can support production use cases without forcing an immediate full replacement of existing systems.

Question

How do you approach designing a scalable data architecture for a client with legacy constraints?