An enterprise demand signal repository (DSR) as a data depot database that stores huge volumes of require data-such as downstream point-of-sale (POS) data from numerous trade accounts, provide chain and inventory progress, deal promotion data, syndicated data and customer faithfulness data-to supply the applications that maintain demand-driven provide networks.