When I execute `/difficulty peaceful` in the console, the difficulty changes but after a server restart it is reset back to easy. I have observed this on the vanilla server JAR as well as on the Spigot server.
As pointed out by Steve Hsu, it just reads the value set in the server.properties file on each launch. However, this is an inconsistency with the integrated server which saves the value.