Retail teams need computer vision synthetic training for point of sale tasks such as produce recognition, product identification, and loss prevention. Real stores change SKU ranges frequently, packaging updates are constant, and capturing enough clean examples is slow and expensive. Synthetic images and synthetic datasets for CV provide scalable coverage across lighting, angles, occlusions, and camera setups.