Bitter alkaloid in drinks which has a stimulant effect (8)
I believe the answer is:
caffeine
(Other definitions for caffeine that I've seen before include "Drug found in tea" , "Compound in coffee" , "Stimulating substance in coffee" , "Stimulant in, eg, cappuccino" , "it may produce a buzz" .)