As a thumb rule, 7-10 KPI's are good enough to measure the health of a supply chain. These KPI's should at least be measuring time, quality, and cost dimension of the Supply Chain. Just for example ... On-time delivery / receipts, Order Cycle time, Perfect order fulfillment, Inventory turns, cash to cash cycle time .....