Although you may not recognize one at first, there are a few important coffee plant characteristics to take note of: 1  Coffee plants almost resemble small Christmas trees.  They are generally covered with dark green, waxy leaves that grow in pairs. Some coffee plants can actually produce purple and yellow leaves.