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Test case generation is a critical step in ensuring software quality and reliability. It involves creating a set of test scenarios that cover all functional and non-functional requirements of an application. Automated or semi-automated test case generation can significantly reduce the manual effort involved, allowing testers to focus on validating complex logic and edge cases.

Effective test case generation considers input variations, expected outputs, and potential boundary conditions. It can also leverage historical bug data to prioritize high-risk areas of the code, improving the efficiency of the testing process. By generating comprehensive test cases, teams can ensure higher coverage, detect defects early, and reduce the likelihood of critical failures in production.

Modern tools for test case generation often integrate with CI/CD pipelines, enabling automated execution and continuous validation of software changes. Platforms like Keploy, for instance, facilitate generating test cases by observing real application behavior, which helps maintain robust and realistic tests without manual intervention. Using these approaches ensures that testing keeps pace with rapid development cycles and improves overall software quality.