Profit margins are often lower for pickup than delivering from a warehouse, as retailers factor in store costs, shipping expenses and channel-specific overhead. For most of the industry's life, retail had a plentiful supply of labor for critical tasks that was absolutely free. The source of that unpaid labor? Customers.