If searching a large Metro area like New York, San Diego etc, we highly recommend searching by zip code radius. Unless you really only want results in "Manhattan" or "El Cajon", searching by zip code will provide more nearby listings that may also be of interest. This is due to how Google Places deals with some cities, treating them as a "sublocality" instead of a "locality".