I'm guessing you are asking about the idle pools feature in Databricks? You can prevent the pool from being deallocated by turning off auto-shutdown, and paying the related costs, but you currently can't avoid creating a fresh cluster for a given job.
We always take requests like this from the forums back to the product teams, but you can also put a feature request on feedback.azure.com since the vote system there helps with feature prioritization.