The chlorine in tap water can form some less-than-savory compounds in your coffee, says Tracy Hamilton, Ph.D., a chemist at the University of Alabama at Birmingham. But you don't need to use bottled water: A faucet filter or pitcher unit can remove the chemical, Hamilton says.