Most data quality problems aren’t bugs in the data. They’re broken contracts between producers and consumers. The contract gets implicitly defined when the first staging pipeline runs, then quietly violated in production when an upstream service ships a “harmless” schema change, a field gets nullified, or volume changes by 10x without warning. By the time the dashboards look wrong, the bad data h… more