You can usually tell the difference, because the tradesperson’s truck is full of crap all the time and probably worn out, while the parking lot princess in empty and pristine.

Lifting is also a strong hint, since it makes the bed very hard to reach. I have seen a lifted pickup with a full bed exactly once since I started paying attention.