Locations like yours are just subject to a multitude of issues with any given event, but it's not always the same issue. Two that are always present are UHI and proximity to the bay, and then lack of elevation, which is the primary issue here. I have zero UHI to contend with, and I am on the interior upper part of the eastern shore, so not close to the moderating influences of either bay. The ocean effs us both over when we get a wrapped up coastal or one that tracks just inland. You can miss out on marginal events(me too) where places just to your NW do well, but then I can cash in on offshore tracking lows like this past January, and you mostly miss those too lol. So all that, plus bad snow climo for the region in general, and it can suck pretty bad.