Patient data was stored in multiple incompatible formats across different hospital systems (HL7 v2, FHIR, proprietary CSV exports). - Data quality was inconsistent: missing values, coding errors, and temporal inconsistencies were common. - HIPAA compliance requirements imposed strict constraints on