While sleeping a baby propped up with a pillow is mostly safe, however, there are a few things to keep in mind. First, it's vital to ensure the pillow is large enough so the baby can't roll over and suffocate. Secondly, you'll need to keep an eye on the baby to ensure that he isn't in danger of choking on the pillow.