Is there a statute of limitations on bench warrants for traffic violations in California?

A Statute of Limitations refers to stuff that you HAVEN'T BEEN CAUGHT FOR. Once they catch you, avoiding facing up to the law won't get you anywhere. Call a lawyer or just call them up and say you're sorry.