Don't do delivery from 3rd party services...?

In the old days, delivery was limited to pizza, and occasionally Chinese. You'd call the restaurant directly and place the order. The only possible way a scammer would get you is if you called the wrong number. That's why we had the Yellow Pages.

It seems from comments here that Google is a lot less reliable than the Yellow Pages were.