A system includes at least one end-node, at least one edge node, and an edge cloud video headend. The at least one end node generally implements a first stage of a multi-stage hierarchical analytics and caching technique. The at least one edge node generally implements a second stage of the multi-stage hierarchical analytics and caching technique. The edge cloud video headend generally implements a third stage of the multi-stage hierarchical analytics and caching technique.