Amazon RDS Application Programming Interface supports AWS PrivateLink

You can now use AWS PrivateLink to privately access the Amazon RDS Application Programming Interface (Amazon RDS API) for Amazon RDS from your Amazon Virtual Private Cloud (Amazon VPC) without using public IPs, and without requiring the traffic to traverse across the Internet.

Source:: Amazon AWS