Not as much as you probably think.
When you're hours into a ride and you're climbing a steep hill, it may feel like the weight of the bike underneath you is seriously slowing you down. But shaving off a few ounces, which often involves buying more expensive parts, will just save you a few seconds. And it's certainly not the most efficient or cost-effective way to chase speed. (continue reading here)