When Databricks Autoscaling Is Not Recommended

Databricks Autoscaling is useful for interactive or streaming jobs. However, it is less beneficial when the workload is already known, such as in batch processing with a consistent amount of data for each execution.

Here is a great article on the topic: Is Databricks Autoscaling Cost Efficient.