The global increase in digital commerce, rising demand for decorative bikes, and the development of sophisticated tactics have created a pressing need for advanced fraud prevention strategies. Bike shops, particularly those dealing with high-value items such as electric bikes (e-bikes), customized shapes, carbon-fibre racing models, and accessories, are increasingly vulnerable...