Caffeine pills eliminate the acid, but caffeine itself may still increase reflux symptoms in some people. Coffee contains many components in addition to caffeine. ... It can be easier to overdo it with caffeine pills than it is to drink cup after cup of coffee. This may lead more easily to a caffeine overdose.