Variety of approaches to optimize a feature deployment based on an usage pattern are described. A hosted service initiates operations to optimize the feature deployment upon detecting a feature update associated with an application. Next, a target audience for the feature update is identified by processing an usage pattern signal of the application based on information update and an organizational rule associated with the feature update. The feature update is deployed to the target audience.