A CMS-driven front end only works if the data behind it is structured to support it. With a catalog this large, that meant stepping back and rethinking how products, collections, and metadata should ideally be organized to power a flexible storefront. Product organization, collections, and metadata needed clearer rules to support dynamic layouts, filtering, and merchandising logic.