Hey Steve, thanks a lot for the detailed reply.

I was able to find the issue. The networking on AWS was configured correctly, however when I tried connection to the Database from Databricks I was using the Serverless, and I guess Databricks run them on their own infrastructure. However, then I noticed the "Compute" and from Compute I was able to reach my database.