This article discusses how to use cost-benefit analysis for customer retention strategies. It outlines the challenge of providing discounts to customers while still providing value to the brand. It then introduces CATE (Conditional Average Treatment Effect) as an algorithm to help brands make decisions on which discounts to provide customers to increase their conversion probability.