Harpenden's a pretty small place and the main shopping area is surrounded by residential areas. No problem finding free parking if you don't mind a small walk. 5 mins max.
Theres a fair amount of car parking...or just park in the residential but I have never needed to....also have the train station car parks....not sure how much they are and also the pool car park that you have to pay