This work considers multilayer information systems for stream data processing in the context of integration with other system classes. A mathematical model is proposed. It considers the multilayer structure of the information system, the dynamic nature of data streams, and physical resource constraints. The model can be adapted to optimize computing resources in high-availability systems and to create heterogeneous computing environments within a unified information system.