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dbt

I recommend dbt because modern data engineering has shifted toward clean transformation layers and strong modeling practices. dbt makes it easier to build maintainable, testable transformations that teams can collaborate on.

Pros

  • +Great for modular, version-controlled SQL transformations
  • +Encourages testing and documentation practices

Cons

  • -Primarily focused on transformation (not ingestion/orchestration)
  • -Requires solid data modeling discipline to use well

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Highlights

  • +Great for modular, version-controlled SQL transformations
  • +Encourages testing and documentation practices

Recommended by

Aishwarya Srinivasan