Every year the retail industry lose billions of dollars to fraud in the US alone. To complicate the matter, research in the field has been obstructed due to the sensitive nature of transactional data. To facilitate future studies, researchers set out to develop a simulator generating synthetic transactional data without compromising sensitive information.