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When Data Quality Checks Pass but the Data Is Still Stale

calendar_today July 20, 2026 person Vivek Venkatesan domain dzone

A pipeline can finish successfully, schemas can match, and null checks can pass, while the business is still looking at yesterday’s truth. Freshness deserves its own quality model. The pipeline succeeded.

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