Automation can be complex and difficult to manage due to the variety of software, testing, and automation environments, platforms, or technologies. Interdependence and integration of components, modules, or systems can also cause conflicts or dependencies. Additionally, dynamism and volatility of software requirements, specifications, or features can lead to unexpected changes or updates. To ensure scalability and reliability of automated tests, tools, and infrastructure, a modular, reusable, and maintainable approach should be used when designing and developing the automated test scripts and tools. It is also important to use a flexible, adaptable, and robust approach to execute and monitor the automated tests. To troubleshoot and resolve automation issues or problems effectively, a systematic, analytical, and collaborative approach should be taken with the help of debugging, logging, reporting, or tracing tools.