When should I switch from a swaddle to a sleep sack?

Reviewers and safe-sleep guidance consistently point to transitioning out of an arms-in swaddle as soon as a baby shows signs of rolling. Several products in this category are explicitly designed as 'transition' sacks with removable or arms-up options to bridge that stage.