I don’t think Amazon’s price is usually less than typical wholesale, although I certainly don’t know for sure.
Many (most?) items are from third party sellers, so it depends on the buying power of those sellers. I have found the prices of Amazon’s own goods to be better priced than anywhere else, including the same items on Amazon from third party sellers.