In some cases, vacuum cleaner robots can experience mechanical failures, such as motor malfunctions, wheel issues, or component breakages. These complications may require professional repairs or, in severe cases, replacement of the robot. Regular maintenance and proper handling of the robot can help minimize the risk of mechanical failures.