Composite pallets and methods for making and using composite pallets are disclosed. An example composite pallet may include a base layer. The base layer may include a first base board, a second base board, and a cross-member extending between the first base board and the second base board. The cross-member may include a first end region designed to be detachably coupled to the first base board, a second end region designed to be detachably coupled to the second base board, and at least one curved section positioned between the first end region and the second end region. The cross-member may include a polymer. An intermediate layer may be coupled to the base layer. The intermediate layer may include a plurality of intermediate boards. A top layer may be coupled to the intermediate layer. The top layer may include a plurality of top boards.