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Data Modeling Tools and Architecture

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The question is on your right: Data Modeling Tools and Architecture. Take a moment with it first.

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Problem

Scenario

You're planning a new data pipeline and need to decide how you would structure the modeling layer and supporting architecture before implementation.

Question

What tools and technologies do you prefer for data modeling and architecture?