How to choose a hosting for an online game?

What parameters are needed? What game is this?
Look at Fozzy, they have different tariffs. Well, if a lot of resources are required, then it makes sense to take a server or at least a VPS. Although at one time I had one simple toy and was on a regular shared hosting. The main thing here is that the hoster does not cut resources.