This article presents a model for Customer Lifetime Value (CLV) tailored to the subscription-based streaming industry. incorporating both contractual dynamics and user activity. Unlike traditional CLV models that overlook contracts. this semi-Markov model captures the time users remain in specific subscription plans and the transitions between these subscription plans. https://www.chiggate.com/color-charm-050-cooling-violet-supply/