Reading a file directly from Azure File Share

Is there a way to read a file directly from Azure File Share?

The only examples I see are to download the file and then read it locally on your machine, but that does not seem feasible long term for my use case. What other methods exist? I saw REST in the documentation but it does not go further into how to set that up?