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Managing 5,000+ SKUs breaks traditional search and navigation. This technical guide explains how [Shopify](https://shopify.pxf.io/eK6XxX)'s Catalog API works under the hood, why hybrid search architectures outperform keyword-only systems by up to 22%, and how ShopGuide uses GraphQL, vector embeddings, and real-time inventory to turn catalog scale into a competitive weapon.