All true tea comes from one plant, Camellia sinensis. What makes green, oolong, and black tea different is oxidation — how long the picked leaves are left to react with air before drying.
Like Coffee, tea's kick comes from caffeine, but it also carries L-theanine, which is why the lift feels calmer.