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An attribute of data that indicates correctness with respect to some pre-defined criteria, e.g., business expectations, requirements on data integrity, data consistency.

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How important is it to test a build against a clean data set?

Certainly You are correct. This is how I see it 1. What you are proposing is test the application with best cases. To make sure that whatever newly added works fine in addition to the existing feature …
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