Some common methods for reducing friction in a pump shaft include using lubricants, such as oil or grease, to create a protective layer between the shaft and the surrounding components. Another method is to implement bearings or bushings that allow for smooth rotation of the shaft with minimal friction. Additionally, proper alignment and balancing of the shaft can help reduce friction and improve the overall efficiency of the pump.