We found a very nice place managed by very nice people.
Far enough from the "beach madness" but close enough to reach it quickly (less than 5 minutes walking).
We also found easily a close place to park our car freely (notice that it is a public parking as often in Santorini).
Also, I recommend to avoid rooms above the kitchen. Indeed, we were woken up every morning by the dishes and the moving chairs.