Some common methods for reducing vibration in a pump shaft include using vibration isolators or mounts, balancing the rotating components, installing flexible couplings, and using damping materials or coatings on the shaft. Additionally, proper alignment of the pump and motor, regular maintenance to detect and address any issues, and selecting appropriate pump designs and materials can also help reduce vibration.