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A data analyst built two ETL pipelines but found raw data unusable for queries. Learning dbt, the analyst transformed text dates and buried author names into proper columns. dbt models are version controlled, tested, and documented, unlike ad-hoc Python scripts. Python 3.14 required installing 3.12 for dbt compatibility.
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