Efficient regression testing involves prioritizing test cases, automating repetitive tests, and implementing continuous integration. Use parallel testing to speed up execution, and maintain a robust test data management system. Regularly update test cases and employ risk-based approaches to focus on critical areas. These strategies streamline the process, saving time and resources while ensuring software quality.