Can jet fighter missiles descend or ascend?
Yes, they can. Air-to-Air or Air-to-Ground missiles are often equipped with little fins that allow certain maneuverability or also with thrust vectoring.


(Image Source: WikiPedia - Author: USAF)


(Image Source: WikiPedia - Author: Titimaster)