Well technically, only Bilbo is on an Adventure. The Dwarves are just heading home to retake the mountain (a quest). What happens between point A and point B means little to them if it doesn't achieve their goal (or feed them).
And Gandalf is Gandalf. He's way older that anybody and seen way more than anybody. He's technically an "angel" in terms of rank in the world.
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