Flaky tests are one of the most frustrating challenges in software development and testing. They lead to unpredictable results, causing unnecessary rework and delays in the software release cycle. A test is considered flaky when it sometimes passes and sometimes fails without any actual changes in the code. Such inconsistencies can slow down development, impact CI/CD pipelines, and reduce confidence in automated testing. To maintain a robust test