Slow and gentle is the secret.
Before removing, soften the adhesive by wetting your nose or holding a warm, damp cloth over it for a minute or two. Peel away slowly from one side, keeping close to the skin rather than lifting upward.
If any residue remains, a little warm water with mild soap or a drop of oil will remove it easily. Avoid pulling quickly, especially on sensitive skin.