Balmain’s online store featured thousands of items across categories such as Prêt-À-Porter, Bags, Sneakers, Shoes, Accessories, and Kidswear. Each category required a tailored approach to translation—what works for a product name might not be effective for an editorial description or a detailed product overview. The high content volume, particularly the repeated elements common in product descriptions, also presented an opportunity to optimize costs without sacrificing quality.