Perhaps in a future Minecraft update, swamp villages will be implemented and naturally generated. Until then, here is how to get a swamp villager in Minecraft.

Minecraft’s villager mob has a variety of biome-exclusive variants. Swamp and jungle villagers are two of these variants. They are also the rarest variants of villagers in-game.