There's a rule of thumb for cooking that goes "You can always add more, but you can't take away." In the wilderness the opposite is true. You can always take away, but you can't add more.

I bring what I think I might need. If something proves to be more hassle than it's worth, I can drop it. You might see this as a waste of money. I see it as being better safe than sorry.