Retention optimization is the process of improving customer retention in a subscription business through the use of data, analytics, and marketing techniques. This can include strategies such as identifying and addressing customer pain points, personalizing communication and offers, implementing customer loyalty programs, and continuously testing and optimizing different retention tactics. The goal of retention optimization is to keep customers engaged and satisfied with the subscription service, reducing the risk of churn and maximizing the lifetime value of each customer.