I was attracted to Ubercart because of its one page checkout.

Generally scrolled single page checkouts perform better than multi page checkouts. The tests have been done with this using real money and real customers, and you can read more about this kind of thing at Marketing Experiments.

However their needs to be a checkout system for when javascript is not enabled.