From what I know:
Microsoft Server is just an operating system. Azure is a whole collection of services, one of which includes Microsoft Server (as a virtual machine). I believe the major benefit of using MS on Azure is its ability to approach cloud-based websites, in which case you’d put your web server into it.
Regurgitating some stuff I read on Quora – credit to Grant Fritchey
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