Do vegetable seeds have a shelf life?

I bought vegetable seeds a few years back. I tried planting them this year but am having mixed results (very few are sprouting). Do seeds have a shelf life/expiration after which they will not germinate? I am trying to figure out if the problem is with the seeds or something else.