Our game‐theoretic model examines the profit implications of loyalty programs. Loyalty programs are more likely to succeed in online than in offline markets. The lower cost of revisiting a store facilitates customer retention with rewards. The higher dynamics of consumer preference reduces the loss from rewards. Data collected through loyalty programs provides stronger profit incentives.