Back in the early days (maybe <800-900 hours in) I used to use mostly reg wood arrows - easy cheap and effective. I'd splurge with the better ones for special occasions.

Now that i'm approaching 1300 hours I only use needle arrows, even for picking off birds. I just go to a single player world and spawn enough to fill my inventory every now and again.