What happens when swap space is full?

I'm curious to know, what exactly happens when a system's swap space becomes full? Does it lead to a sudden halt in operations, or is there a gradual degradation of performance? How does the operating system handle this situation, and what steps can be taken to prevent or mitigate the effects of a full swap space? Understanding this could help me optimize my system's performance and avoid any unexpected downtime.