Buttermilk Falls in Le Roy, New York appears to be a scenic waterfall location with a swimming hole at its base. Recent visitors report that the falls are situated on private property with restricted access and frequent police monitoring. The water flow seems inconsistent throughout the year, with some visitors finding it completely dry while others have witnessed the falls flowing, though accessing the site requires navigating numerous stairs when water is present.