Villagers randomly despawning

I have had multiple issues of villagers despawning in areas they are unable to be reached by mobs and well lit. Some of them are in fully enclosed spaces with no way out, so i know they didn't just wander off. 

I thought villagers didn't despawn...my farms keep halting, and some of my traders at Expert just poof. How is this possible?