Physicists can set the upper boundaries on engineering problems, engineers can do as much as they can to approach that boundary but will not cross it unless the first person was wrong.
Physics also identifies the dynamics, which are a special type of constraint. Engineers also consider economics, which usually limits you to far less than physics allows.