Disable the auto-terminate option of the cluster to ensure it's always operational

Configure an additional job to initiate before the main job, ensuring the cluster is active beforehand

Opt for a High Concurrent cluster over a Standard cluster to mitigate the issue

Leverage the Databricks cluster pools feature to minimize startup time

Utilize a Job Cluster for creating a new cluster to decrease the startup duration