Definitely, I use the bike to make beer runs but I have been cutting back on beer so sometimes I jump on the bike to pick up something we forgot in the big grocery run.
Why wouldn't you just turn your blinky light on and go? The store is across the street from where I live so it makes it easy for me to say but I love the nightly store trip.