That's going to make the food that the poor person is ultimately buying from the billion dollar supermarket pretty expensive...

Supermarkets are, generally, ground zero for problems with corporate taxes on things other than profits. They're extremely low-margin, so proposed revenue and transaction taxes would generally just increase prices of everything in the supermarket by whatever the tax is.

(That's just one problem, of course, but it's a very obvious one.)