Distribution networks are usually the backbone of any supply chain, not surprising due to their mission, to ensure the right amount of inventory at the right place at the right time and at the lowest possible costs, a task that has immense effect over bottom line performance. Naturally, resources of all types are put into action to make it work, state of the art ERP systems, sophisticated forecasting algorithms and educated manpower, but, are the longed for results achieved?