I think it's tree sap, but I did use bug and tar remover all over and it still takes way too much effort to clean it. My roof is literally covered in it. I have to focus on each dot with my finger tucked in a micro fiber towel to take it off. I don't park directly under a tree, but there are trees around. I also do live about 1.5 miles away from an airport.