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Azure HDInsight now supports private link integration in preview, in all Azure regions. You can now remove the public IPs and create fully isolated clusters in a virtual network (VNET).

By using these new settings, you can also skip the inbound network security group (NSG) service tag rules for HDInsight management IPs.

A potential HDInsight virtual network architecture with resourceProviderConnection outbound

You can learn how to create private cluster here.