Establish data-driven quality metrics, including test effectiveness, defect escape rates, coverage confidence, feedback cycle times, and overall engineering quality indicators. Deep expertise building and scaling enterprise test automation frameworks across unit, integration, component, contract, end-to-end, performance, and non-functional testing.