Hey, what are your start and end points?
There's ample camping and several hostels on the Katy trail, plenty of inexpensive places to eat also.
Bucket panniers are great, Go that route. Carry a tarp with rope and some extra clothes and you could skip a tent/bag. Skeeters might eat you alive, though.
Shelter can be simple, everything else is for comfort really.