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When BigQuery and Snowflake made warehouse compute cheap and elastic, they quietly invalidated a decade of data engineering assumptions. Before the cloud, you transformed data before loading it because storage was expensive and your warehouse couldn't afford to crunch raw, messy records. That constraint is mostly gone now, and it split the industry into two camps with genuinely different philosophies about where transformation lo...
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