Using transaction-level credit card spending from a large US financial institution, we show that disaggregated sales … and sales surprises, one inter-quintile increase in the adjusted customer spending during a firm's fiscal quarter leads to …-oriented firms, especially those relying more on indirect sales distribution channels. We also find a stronger return response to …