It can also depend on the type of coating. Some "galvanized" steel is actually Zincalume, which is coated with a zinc-aluminium-silicon alloy. From memory, I think Zincalume has more prominent crystal structure (though maybe it was just because of the particular manufacturer of the stuff I saw).