Delta Debugging is an automated debugging technique that systematically isolates the minimal difference between a passing and failing test case to identify the cause of a software defect. It reduces the complexity of debugging by iteratively simplifying the input while maintaining the failure condition until the smallest possible input is found that still triggers the bug.