Great question. I asked myself the same question when installing a landing/taxi light in my airplane. I think I paid ~$20 for an LED PAR36 replacement bulb marketed for tractors, just as you said, and as far as I could research it had nearly identical performance specs to the AeroLED and Whelen bulbs I was looking at.
I can’t believe anyone flying recreationally still owns a certified airplane at this point.