When I book hotels/rental cars/etc. online, you can usually see what the all-in price is going to be. But when comparison shopping, you have to keep an eagle eye out because the difference between all-in and base price can be 25% or more. (Also pre-pay/no cancel vs. paying at arrival and having some ability to cancel.)