With Lake Erie, Buffalo can get dumped on, but it’s rare, and usually happens only in early Winter or late Fall for some good reasons. This happens when cold winds blowing due west or even slightly SW come onshore into Buffalo. By far the snowiest Lake effect is just to the north, northeast and northwest of Syracuse. All the 1/2 hr, 1 hour, and 12 hour records were set in that area. The UP of Michigan can also get dumped on but it’s not as common due to some geographical and climatological factors.