Systems, devices and processes are described to adapt segment requests placed by an autonomous media player during media streaming to compensate for fluctuations in the bandwidth consumed by the requested segments due to variances in the underlying video content. By providing predictive data about the bandwidth consumption of upcoming video segments, client devices can adapt requests for future segments accordingly. Further, predictive consumption data can be shared between players operating within shared bandwidth to assist players needing additional bandwidth for upcoming video sequences.