Clean 3PL & ERP Order Sync: Structuring Line-Item Properties for Automated Warehouse Routing

In made-to-order and personalized e-commerce, the hardest operational hurdle isn’t generating the sale—it’s fulfilling the order accurately at scale. When a customer personalizes an engraved watch, selects precision-cut acrylic, or configures a customized team jersey on Shopify, that data travels through a complex fulfillment pipeline: It is captured on the Shopify storefront as line-item properties. […]