Hi.  Have you looked at using cluster spark configurations?  We're using it for default catalog for example and it works quite well.  I don't know for certain, but there might be an option to pre-set databases as well.

Here's a topic about setting catalog: Re: Set default database thru Cluster Spark Config... - Databricks - 47645