What happens when you "Open Level" in dedicated server

Do all clients remain connected?
If so how do you reach out to them? do you have to manually store their references in game instance and then on begin play get them back or something like that?

Refer to this to get your answer. If you want to move all clients then you want to call a function like ServerTravel as said in the official docs attached in the link sent earlier.