Lake-effect snow typically happens in the late fall and early winter when the lakes are ice-free and the water is still relatively warm. Read the full story by the Milwaukee Journal Sentinel.
Great Lakes Commission
https://www.glc.org/dailynews/20221130-lake-effect-snow