During Kevin's drive with Grandpa, they stop to admire the view, and big band music plays in the background. It's Benny Goodman - Sing, Sing, Sing.
Grandpa mentions driving on the parkway. There are no parkways in California. Another indicator is that the show is in NJ/NY area.