The usual meaning of "to spoil someone" is to treat them really well, giving them what you know they love.
e.g. I like to spoil my wife on her birthday, giving her flowers, chocolates and taking her to a fancy restaurant.
The expression doesn't have to come with a place but of course, you can spoil someone in a specific place.