We came to the same conclusion a couple weeks ago. As a bonus, you're eliminating a person/environment from the loop (the delivery driver & their car), thereby reducing your Covid-19 attack surface.
Edit: I have also both read about & seen firsthand food delivery drivers with someone else in the car. It's almost certainly someone from the same household, but still, that's potentially yet another unknown, potentially untraceable person in the loop.