True tea - whether it's black, green, white, or oolong, hot, or iced - comes from the tea plant, Camellia sinensis. But the herbal kind comes from soaking various flowers, leaves, or spices in hot water. Most of these brews don't have caffeine. You can start with premade bags or loose material you steep and then strain out. Herbal teas are also called “tisanes.”