A team compares hand-orchestrated notebooks with declarative pipelines for a supported data transformation workflow. Which factors should guide the choice?

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  1. Assume all pipeline styles have identical state and recovery semantics
  2. Always choose the approach with the fewest visible screens
  3. Data dependencies, quality controls, incremental behavior, operational needs, and maintainability
  4. Remove error handling when using declarative syntax

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