For a 13,000+ SKU Shopify catalog, manual sorting was unsustainable. I built a keyword-trigger classification dictionary that routed items automatically: brand standardization (1,200+ items), TCG mapping, cross-sport collision overrides, and product family assignment. The engine...
Founded and operated a local bakery from zero, managing all operational logistics, inventory, and vendor relationships. Built and managed the online store, product listings, and order workflows. Negotiated with packaging suppliers to control margins, implemented daily...
10x Labs was scaling fast, and critical operational knowledge lived only in the founders' heads. I architected and deployed 40+ operational, onboarding, and technical policy modules in Trainual to build scalable company infrastructure. I interviewed founders, mapped...
I completed a 13,000+ SKU catalog reorganization for a major sports card and collectibles store. The existing data was inconsistent, full of duplicates, and lacked a structured taxonomy. I built a 4-tier Master Taxonomy, created an automated classification rules engine, and ran...
