Video transcoding's workload shape (queue-driven, variable-throughput, periodic-spike) maps cleanly onto KEDA queue-depth autoscaling — but only with the right pool topology. These pieces cover ScaledObject configuration for video pools, scale-to-zero semantics, drain patterns for upgrades without dropped encodes, and where queue-depth scaling stops being sufficient.