Incomplete test coverage often leads to defects slipping into production, impacting software quality and user experience. This article highlights essential test case design techniques that help QA teams systematically identify edge cases, reduce redundancy, and improve defect detection. It provides practical guidance to build stronger test scenarios and enhance overall testing effectiveness.