Data quality monitoring (schema, nulls, drift)
Проверяет pipeline-output на breaking changes schema, аномально nulls, distribution drift. Alerts before stakeholders видят broken dashboard.
Expected effect
Поломки ловятся до того, как стейкхолдер откроет сломанный дашборд.
Complexity
Week (1-5 days)
Tool type
Custom code
ROI
Quality improved
Industries
SaaS / Tech, Other / Horizontal
Integrations
Data warehouse / BI
Patterns
QA / ревью по rubric, Мониторинг и алертинг
What it does
Проверяет pipeline-output на breaking changes schema, аномально nulls, distribution drift. Alerts before stakeholders видят broken dashboard.
How it works
Scheduled pipeline check → schema diff + null rate + distribution stats → alert owner with diagnostic context.
Pain points
- Знания в головах, не в документах
- Ошибки в ручных операциях
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