Freshness names that survive schema changes
Name the quality intent, not the table label—or the next rename breaks every pipeline report.
Notes
Short field notes from engagements on app analytics for data pipeline quality.
False cliffs in completeness charts
A missing load receipt can invent a completeness drop that the pipeline never caused.
GMT windows and job markers
Pipeline KPIs can move when clocks and job tags move—not when the warehouse does.
What a quality pulse should refuse
Not every chart belongs in the Monday quality review—some answers belong in ops tools alone.