When the girls moved from cots into beds we transitioned them from a sleeping bag into one of those all in one sleepsuit things that are warmer than normal pjs, and we could add layers underneath as it got colder. DD1 especially is an incredibly restless sleeper, so her blankets never (and still don't) stay on longer than 10 minutes before she's kicked them off.