@engineer,
Definitely this. Here on earth, bees (for example), can see UV light. Flowers have all sorts of landing strip markings that we can't see, but they can.
I think aliens would also see our technology and wonder why we're so bogged down with picayune issues and why our priorities can often seem to be so messed up.
Here, I am specifically speaking about aliens with FTL travel or teleportation or even suspended animation, so they're far ahead of us in terms of inventions and other advances. They may wonder why we've only had a dozen of our species even walk on our satellite, let alone anyone try to terraform it or Mars. I think they would also wonder why we go to war so often (and sometimes on rather flimsy pretexts), or have a dozen types of toothpaste but no cures for some of our worst diseases.