 According to the United States Census Bureau, the Lake Shore CDP has a total area of , all of it land.As of the census of 2000, there were 6,670 people, 2,355 households, and 1,940 families residing in the CDP.The population density was 4,110.1 people per square mile (1,589.7/km²).