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02-23-2026 08:53 AM - edited 02-23-2026 09:08 AM
Hello,
Databricks job cluster autoscaling makes decisions from Spark scheduler signals (pending/queued tasks vs available task slots and idleness windows), not raw CPU% alone. Enhanced autoscaling uses task queue size and task slot utilization. Autoscaling is available for jobs compute, and can be set as described here