Start with a risk and impact assessment that classifies each interface by what it does to a regulated record. Then build the controls into the flow: capture the original before transformation, map through versioned definitions, reconcile what arrived against what was sent, route failures to an exception path, and keep an audit trail. Change control keeps the interface validated after go-live.