Her foundation was built in software engineering, mainframe systems, product development, and QA leadership—managing large-scale migrations, stabilizing mission-critical environments, and driving product evolution. This depth gives her an uncommon ability to diagnose complex technical landscapes and redesign them for scale, reliability, and long-term growth.