A cleaning apparatus for a conveyor chain of a wrapping machine includes a frame, a pan supported on the frame, a cleaning brush assembly, and a fluid removal assembly. The pan is adapted to contain a cleaning fluid such as water. The brush assembly includes a driven, rotary brush which scrub the conveyor chain with the cleaning fluid. The fluid removal assembly includes a plurality of squeegee blades which engage the chain and wipe the fluid therefrom. In addition, a plurality of air nozzles are positioned to blast the chain with pressurized air.