Flower Hill is a village in Nassau County, on the North Shore of Long Island, in New York, United States. The eastern half is considered part of the Greater Roslyn area, which is anchored by the Incorporated Village of Roslyn. Western and northern parts are more closely associated with Manhasset and Port Washington. The population was 4,794 at the time of the 2020 census.

The North Shore of Long Island is the area along the northern coast of New York's Long Island bordering Long Island Sound. Known for its extreme wealth and lavish estates, the North Shore exploded into affluence at the turn of the 20th century, earning it the nickname the Gold Coast. Historically, this term refers to the affluent coastline neighborhoods of the towns of North Hempstead and Oyster Bay in Nassau County and Huntington in Suffolk County. Some definitions may also include the parts of Smithtown that face the Sound. The region is also largely coextensive with the Gold Coast region of Long Island, though this region excludes Smithtown, as the easternmost Gold Coast mansion is the Geissler Estate, located just west of Indian Hills Country Club in the Fort Salonga section of Huntington.