Would you trust a business if you searched for them online and found nothing? Every great business has a website now and an Amazon wholesale seller should be no different.
While having a website is not a make or break thing for your business why put yourself at a competitive disadvantage?
More and more people are starting to sell on Amazon so any little edge that you can get you should take it.