Sweet tea does contain caffeine because it is brewed using black tea leaves, which naturally carry moderate amounts of the stimulant compound. A standard eight ounce glass of traditional sweet tea typically contains around forty to fifty milligrams of caffeine depending on brewing strength. This amount is roughly half the caffeine found in a standard cup of brewed coffee. Choosing decaffeinated tea bags allows you to enjoy classic sweet tea without the energy boost.