Well, seems like there's a consensus that it's hydration (except for the tumor theory, but I'll stick with hydration
)
I will preload next time. Aside from the headache, the ride was great! Good scenery of Lake Austin and Town Lake. There is also a place to refill water bottle at the pedestrian bridge.
Thanks everyone.