What's a good subsitute for celery in soup?

I'm making a lot of soup this winter, but a lot of the recipes call for celery. I have nothing against celery, but the only way I can buy it is in a huge bunch. I don't eat celery, so it just goes to waste. Is there another vegetable I could put in there instead?