A pipeline can complete while its output is incomplete or unsuitable. Define quality expectations with the consumer: freshness, coverage, meaning and permitted use.
Make checks actionable. Identify who investigates a failure, whether downstream processing pauses and how corrected data is replayed.
Keep quality evidence close to the data product. A maintained contract is more useful than a one-time clean-up with no owner.