Yeah, the higher numbered 1N400x diodes just have higher reverse voltage tolerance IIRC. A higher than needed spec won't hurt anything but your wallet.
That price is fine if it's all you need. If you were buying other components, or a large quantity of diodes, you can get them from the major parts suppliers for a fair bit cheaper:
link. The issue is the cost of shipping.