The first time I used GPS to locate an airfield, I flew right over it without seeing it. That was Sleap, where the approach is along the runway center line at 2000 ft, for a variation on an overhead join. Sticking to the magenta line kept it hidden under the nose all the way.
Funny....I did the exact same thing on my skills test using DR.