First time I've seen that site. Looks like it's based on the dealer part numbers, only thing I do notice is that the prices are inflated other what you would pay at your local Toyota dealer. For example, an oil filter is £8 locally and $17 from that site plus delivery. Just noticed a fuel filter is a whopping $117?
Might be worth trying for discontinued parts though.