Techniques for checkout security using video surveillance are provided. A customer is video tracked while in a store, the pauses made in aisles and the arm movements are recorded. Expected purchased items, based on movements and pauses by the customer within the store, are then compared to actual purchased items and a determination is made whether a checkout audit is needed for the customer.