Based little experience, this does happen, and aside from once within a blue moon. Hopefully, it can a help you for an effective start to get a dropshipping business.
Whatever the difference is between the wholesale price and your point of sale with no customer, you pocket that profit. https://goelancer.com/question/10-secrets-for-ebay-powersellers-4/