A compactor wheel for reducing the amount of material build-up, providing sufficient tractive forces, and effectively holding loose debris to prevent fly-away is disclosed. The compactor wheel includes a hub mountable to an axle of a compaction machine and a rim mounted around an outer circumference of the hub, with the rim including a wrapper having an inner circumferential edge and an outer circumferential edge. The compactor wheel also includes a plurality of cleat pads formed on the wrapper that each extend axially outward from the wrapper, with the plurality of cleat pads being spaced apart from one another on the wrapper such that a valley is formed between each adjacent pair of cleat pads. A plurality of cleats is affixed to each of the plurality of cleat pads and extends radially outward therefrom.