Nassau County police say an officer on patrol noticed the machine missing between 3 and 4:30 a.m. Friday.
The machine was located outside a Milk N Things store in Albertson.
The store had closed at 11 p.m. the night before. A man answering the phone at the store said the manager was not available to comment.
Police did not say how much cash was inside the machine when it was taken.