Experience
What I found is that it is very difficult to figure out what you really DON'T need until you get a good bit of experience.
How many LHS owner's will tell you NOT to buy a chicken stick (one of a bunch of things I have bought but never used)
I think the point is that if you start with an empty table (oops, I had to buy a table too) that the odds and ends add up rapidly.