The trick in using it is to push down on the metal whilst also pushing through – so that the edge rides along the angle iron and the line stays parallel. If you just pull it will rise up and down. Gloves help dependant upon the metal edge.
I have used it on fresh metal as well as aircraft parts and it is tricker with thicker and harder metal but works.