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What is the best architecture for this project? Data warehouse, Data Lake, Data Ocean, Data Mart etc? Should it be local? or in the cloud?

What is the best architecture for this project? Data warehouse, Data Lake, Data Ocean, Data Mart etc? Should it be local? or in the cloud? or hybrid? Explain your rationale and provide examples as to why your approach is better.

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