We shop Wegmans also. I occasionally go to the Columbia Wegmans just to have lunch.
Snowden River Pkway. I like that one and when I am further North I go to the one at the Hunt Valley Town Center, parking and getting in and out is much easier there than the Columbia one.
Although the Columbia one has a lower parking level, that is nice when the Sun is hot or its raining heavy.