Shift-Left Data Architecture: Transform Data Management
Data quality problems discovered in production cost 10x more to fix than those caught at ingestion. Shift-left architecture embeds validation, governance, and transformation at data sources—reducing pipeline failures by 60% while enabling real-time analytics on clean data.
