The cost of shipping does vary with the size of the box.... but the weight is one of the biggest costs in shipping. So you may not be saving all that much in reducing the size a bit , since the weight will remain the same.
Hot sure what carrier you are thinking of using , but do check out the rates on line for the same weight but different size boxes.