Dataflow autoscaling never scales down, cost creeping up

Streaming Dataflow autoscaling is generally conservative about scaling down to avoid thrashing. Check the job's CPU utilization and backlog metrics, if both are consistently low, that can point to a stuck watermark or a single slow key preventing scale-down rather than autoscaling being broken.