Wattage is what you get when you multiply amps and volts. You just said the equivalent of "It's not about the ice cream, but about the ice and the cream".
Also, it arguably does have everything to do with volts - if you put the too much voltage into a device, most likely you're going to damage the device, its surroundings, or yourself (i.e. in a house fire).