Where we live dog snatching is not as much of a worry.
Even so, I never leave Tosh in the car during the day even for a few moments because I'm afraid something might happen to me (like tripping and banging my head or getting struck be a vehicle on a crosswalk) and I won't get back to him.
If I have to go somewhere he can't go I leave him at home.