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Point-to-site IP address on client machines

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I am attempting to set up an Azure point-to-site virtual network so that Azure cloud services can access data stored on an on-premises SQL Server. The problem is that the SQL Server connection strings must use the database server's IP address because there is no DNS, but the VPN client IP address is dynamically assigned. Is there any way for the VPN client running on the database server to get the same Azure virtual network IP address every time?

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