Resolving Fulfillment Constraints at Scale

When growth outpaces infrastructure, the result is compounding constraints. This e-commerce brand had built an incredible marketing engine, but their operational backend was a liability. Every new order increased the strain on a manual, brittle system. We parachuted in to map the entire fulfillment lifecycle. The core issue wasn't the warehouse team, it was the lack of a single source of truth. We designed a custom Airtable architecture to serve as the operational hub, integrated directly with Shopify and their 3PL via Make.com. Exception routing, previously handled manually by the CEO, was codified into logic rules and automated. The result was a scalable machine. The company tripled their order volume in Q4 without adding a single operations headcount, and the CEO was finally able to step away from the warehouse floor and return to building the business.