Well, if your goal is to upskill for the specific system your company runs, no other choice really.
But otherwise Windows is extreme fringe in the server world and basically all software is written for Linux or *BSD. Of course with WSL or VMs you can somehow make it work, but it is overly complex, insecure and lacks the flexibility a Linux native system has.