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Connecting SQL on one VM to another VM on Azure

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Hello,

I am running a SQL server on one VM(A) in Azure. On the same Azure account, I have created another VM(B) where my software is operating. I am trying to connect VM(B) to VM(A) through my software. When I search for the server, it can not be found, however if I type it in abc.cloudapp.net, #### I am able to connect to the server. However, it is forgotten and has issues. Is there another way to not connect over the internet and not have to list the port #### as I believe this is the cause of my connectivity issues? I believe it is a settings issue with the server on VM(A) as to allow a direct contact as opposed to a public port. 

Thanks!


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