Lakebase not accessible in Private Network

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We have a VNET Injected workspace in Azure. There are multiple SQL Warehouse which are easily accessible from Private Network - both directly from VM and via VPN on client's machine.

We deployed Lakebase. Inside the Workspace, connectivity is working fine. However, whenever we try to connect to via DBeaver, JDBC or pSQL - we always get a timeout for a connection. Anyone knows what to do with that?