Tea that is made from leaves of the tea tree has caffeine. Not as much as coffee, but more than soda. It's often called black tea, pekoke tea, green tea, etc. It's all the same plant, it's just processed or flavored differently.

Herbal tea is made from plants other then the tea tree, for example chamomile flowers or orange peels. These teas do not contain caffeine.