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Database vs Data Warehouse vs Data Lake

As an analyst, my job is to answer analytical questions that can’t be investigated by simply using a Business Intelligence (BI) tool. While modern BI tools offer the ability to query your data in different ways, you’re at the mercy of the pre-built transformations designed by the underlying Data Warehouse.