Marieke collaborated with FAA and Delphi, the official accounting system, stakeholders to resolve recurring mismatches in REGIS cuff data. A new data feed and field mapping strategy was implemented to improve transaction matching accuracy and reduce manual corrections. The fix improved audit confidence and enhanced system reliability for large-scale financial processing.