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Data transformation: The foundation of analytics work

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What does data transformation look like in modern analytics engineering and how did we get here? Discover the what, why, and how of data trasnformation.

Data transformation: methods, workflows, and best practices | dbt Labs Blog / Learn / Data transformation: methods, workflows, and best practices Data transformation: methods, workflows, and best practices Christine Berger Last edited on Nov 18, 2025 Large amounts of data inundate most businesses, which sounds like a good thing. However, raw data in its original form often lacks the structure and consistency needed for meaningful analysis. This is where data transformation comes into play. TL;DR Raw data needs data transformation for meaningful analysis. A transformation layer adds structure a

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