As a steel fabricator I wouldn't consider aluminum unless weight was the overriding factor.

Aluminum doesn't give or bend as much as steel, meaning it's more prone to breaking out right. It also doesn't absorb vibrations as well as steel, which is not good for trailers that are subject to constant dynamic loading going down the road.