I do remember from my combat competition days, when I was young and stupid (no remarks please), noting a difference in my planes' (and engines') performance from one contest to another. Didn't know why, never occurred to me at the time that elevation was the culprit. I don't think there was more than a couple thousand feet difference in the locations I visited, but that was enough. Less speed, less jump, bigger turning radius, etc.
So I carried two different types of planes with me everywhere: Small wing, thin airfoil, low pitch props (Big Iron, Voodoo types, my own Beelzebub designs, etc.) and big wing, fat airfoil, higher pitch (Equalizer, Combat Cat, etc.). Also a couple cans of Fox "Blast" for fuel doctoring. Then I'd test fly and use whatever was working best that day. Sorta like solving a problem by brute force or a million experiments rather than analysis. By the time I figured out to check altitude for each contest and just bring the appropriate equipment, I was done competing anyhow.
Now I hear high/low pressure systems, heat (or lack of), humidity, all make similar changes in performance. Way too complicated for my simple mind.
So now I just stay home and fly within my temperature limits (say, 55 to 85 d.) on dry calm days only. With a hat and a water bottle. And a time limit of, say, 2 hours.
Can't be gtting old can I?