How to deploy an automation system

Hello
I’m a beginner developer, a little understood the technical part, now is the task to implement this system in the enterprise, we have our own local network.
Question
How can I implement work through virtual machines. What manufacturers of virtual machines to use and how to configure them, so that in the future they worked together with the studio, robots and orchestrator.
A general deployment instruction for the entire system
I’m waiting for your decisions.
Thank you