Applications are continuously deployed, cloud-native, API-driven, and deeply integrated into business-critical operations. This reality has elevated software testing from a final checkpoint to a core pillar of software engineering and risk management. Modern businesses depend on software for revenue generation, customer experience, regulatory compliance, and operational continuity. A single defect…