I configured a domain that I own as a Domain in my SalesForce org. 
I created a new Site that has one page in it. 
When I create a custom URL to point my domain name to that Site and page, SalesForce hangs for an extended period of time showing "Publishing" and eventually says "Publish Failed" 

I don't think what I am trying to do is very complicated. Am I missing something here?