We posed the problem of maximizing user engagement with advertisements in a social network, where highly influential users are prioritized. This framework was inspired by social networks in which a few users, often called influencers, are followed by a large number of users (for instance, in Twitter and Instagram). In our proposed setting, we must use observations from any related followers to better select ads for an influencer.