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Data Modeling Tools and Architecture

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Your question is Data Modeling Tools and Architecture. Take a moment with it on the right.

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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?