A magnetic pressure pulse attenuator can include a variable volume and at least two magnetic devices. A magnetic force between the magnetic devices varies in response to a pressure change in the volume. A fluid system can include a fluid volume with a variable pressure therein, and a magnetic pressure pulse attenuator including a variable volume in communication with the fluid volume. The variable volume can vary in response to a pressure variation, and the attenuator can further include a magnetic actuator which increases a magnetic force in response to an increase in the pressure. A method of attenuating pressure pulses in a fluid system can include connecting a variable volume of a magnetic pressure pulse attenuator to a fluid volume of the fluid system, the attenuator including a magnetic actuator which generates a magnetic force, and the force increasing in response to a pressure increase in the variable volume.