Abstract: System, methods, and devices provide prioritized scaling for persistent content sharing platforms. Systems include a processing device comprising one or more processors configured to generate a first display configured to represent a private computing environment associated with a user, and configured to generate a second display configured to represent a shared computing environment associated with the user. Systems further include an encoder configured to generate a packetized data stream representing the second display. Systems also include a multiview module comprising a decoder configured to generate a third display configured to represent a unified view of a plurality of active shared computing environments associated with a plurality of users, the decoder being further configured to decode at least one packetized data stream representing at least one of the plurality of active shared computing environments.