What an operator needs to defend a quarter: zap time, playback failures, crash rate and channel popularity, reported per device generation rather than as one average that hides the failing cohort. QoE and playback failure reporting. Per-generation cohort analysis. Crash and ANR clustering. Channel and content popularity.