Lake-effect snow occurs when cold air from Canada blows over the warmer waters of the Great Lakes, creating intense snowfall bands. This weather phenomenon can lead to significant differences in snowfall totals in nearby areas. Forecasting lake-effect snow is challenging due to the impact of slight wind direction changes.