Probably the single purchase that's had the greatest impact for me was my Bose noise-cancelling headphones. That was quite a while back, as they're the QC-15. However, they still work great and I still use them often.
They're big and not the best for very extended periods, but when you need some relief from a noisy environment for a while they really help.