Yes, it happens a lot in cases were they saw a person steal, but the person got away (with the items) by running or driving away in a car.
They would use the car plate number or the credit card used to track you.
But, If you ditched the items (inside the store), I wouldn't worry about it. But if you go back in there, they may watch you, to catch you next time you steal.

