Selenium WebDriver has some limitations and challenges, such as its inability to automate Windows/Desktop applications, handle operating system-based pop-ups, and perform visual testing. It can also be challenging to handle dynamic elements on web pages that have dynamically loaded content. Lastly, Selenium WebDriver is primarily designed for web-based testing and requires a different tool or library for API testing.