NEVER DO THIS...OR ALMOST NEVER

 It is not a good idea to leave a small dog, even safely fastened, alone in front of a store.

So I didn't. My dog was inside the entrance in plain sight of me when I dashed in to buy something close to the exit. We kept a close watch on each other!