The most well-known winter effect of the Great Lakes on regional weather is the lake effect in snowfall, which is sometimes very localized.
The Great Lakes have been observed to help intensify storms, such as Hurricane Hazel in 1954, and the 2011 Goderich, Ontario tornado, which moved onshore as a tornadic waterspout.