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I would suggest looking at MS certification programs, even if you don't want to take the exams. I haven't taken a Windows Server exam in a while, but looks like the latest one is Windows Server Hybrid Administrator Associate. You'll also want to look into things like Active Directory, Group Policy, printing and print servers, and domains and domain controllers. As you mentioned, some networking can be handled Windows-side, like DHCP and DNS, but depending on the org, may be handled by other solutions.
As far as getting your hands on Windows Server software, you can download from MS, and it will have a 180 day trial before activation, which can be extended.
https://www.microsoft.com/en-us/evalcenter/download-windows-server-2022
I second this one. Ms has a bunch of resources available For free
Microsoft Learn is a good starting point. In addition to the comment above about certification tracks.
Not a fan of Microsoft by any means but, I do understand where OP is coming from. If they’re going to go that route, might as well learn directly from Microsoft.