Viewer experience is a complex outcome of many competing dimensions, from encoding quality to network performance of the video pipeline. Metrics, like Zero Buffer Rates (ZBR), illuminate the impact of various components in the end-to-end pipeline on the viewer experience. . This talk will explore the essential elements of operational excellence in video infrastructure, working backwards from viewer’s perspective and into the video pipeline.