Lake base supports Autoscaling & Scale to Zero with Automatic Suspension & Reactivation capabilities

• Automatic Suspension - Lake base compute automatically suspends after a period of inactivity (default is 5 minutes).
• Reactivation - The compute automatically reactivates within a few hundred milliseconds when you run a new query

You can use Autoscaling to adjust resources based on workload demand & scale to zero to suspend compute entirely after a period of inactivity reducing compute costs to zero during idle periods. You pay only for active compute time & not for idle periods

More details here