Healthcare data engineering fails when disconnected systems, inconsistent formats, and poor interoperability prevent the flow of clean, trusted data. A FHIR-first approach helps unify clinical data pipelines, improve data quality, enable seamless exchange, and support compliance with evolving 2026 healthcare interoperability mandates.