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. The schema matched. Required fields were present, ranges were sane, and the dashboard refreshed on schedule. Every quality check was green. The number on the screen was still wrong, because it was built from data that stopped updating two days ago and nobody noticed.