A conveyor belt blower for a conveyor belt having an infeed portion and a return portion having a width includes a pressure distribution assembly located between the infeed portion and the return portion, a plenum body having first and second ends, wherein the plenum body extends across at least a portion of the width of the return portion, a nozzle assembly having at least one opening extending along a length of the plenum body that is configured to direct air onto the return portion, and an air movement device in communication with the first end of the plenum body for flowing air into the plenum body.