Test case reduction is the process of simplifying a test case while preserving the conditions that trigger a bug or failure, facilitating easier debugging and analysis. This technique is crucial in software testing as it helps identify the minimal input required to reproduce an issue, thereby accelerating the debugging process and improving software reliability.