It’s a real concern. But keeping your distance, washing your hands, and not touching your face will nonetheless greatly reduce risk.

Maintaining a decent (though not extreme) amount of supplies at home will also help you avoid shopping at time of greatest spread.

I say “not extreme” as hoarding can cause problems on its own. Basically just forward your own purchases a couple weeks.