How do I put a Cover Photo up on a Facebook Page?

Facebook does not currently allow third party apps like Cover Photo Maker to upload Cover Photos directly to a Facebook Page.  Please see one of the Alternative Methods to uploading your Cover Photo to Facebook instead.