Failing to deliver a customer’s purchased product puts a serious damper on the customer experience. When inventory stock outs create a loss in loyalty and sales, what’s a retailer to do? “70 – 90% stock outs are caused by defective shelf replenishment practice, as opposed to the 10 – 30% resulting from the upstream supply