WebLogic JMS with JDBC persistence supports multiple databases including Cloudscape, Oracle, Informix, and Microsoft SQL Server for persistent message storage. The JDBC store allows JMS to use any database with a compliant JDBC driver, providing flexibility in choosing the persistence backend.