Can I be taken to jail for failing to show up in court for a civil suit?

No, but a default judgment could be entered against you which you will have to pay.  Also, although you can't be jailed simply for defaulting on the lawsuit, if you disobey an order of the court (for example to produce documents) you could be held in contempt which could lead to incarceration.