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Data Cleanup · interview question

What is the clearest sign that code around normalization pipelines should be refactored?

Multiple choiceMediumchapter-4-curatedpremiumdata-cleanupnormalization-pipelines
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Answer and explanation

Correct answer

C. When the rule is no longer easy to trace, explain, or change without breaking nearby behavior.

Why

A refactor is justified when the code stops communicating its intent. Normalize one field or one invariant at a time so bad rows can be rejected for a clear reason.

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