I take 1 or 2 doses of Gastrolyte at the end of the day to replace electrolytes... Potassium in particular.
When I'm familiar with the route and pass through lots of small towns, I don't need to carry more than two water bottles. I fill up on liquids and re-fill my water bottles twice a day. Any excuse to get off my bike and walk into an air conditioned convenience store.