Investigators say the three, all masked and armed with handguns, barged into the store on Boston Avenue shortly after 8 p.m. on Monday.
One of the suspects vaulted the counter and grabbed cash from the register and the lottery machine, along with a carton of cigarettes.
According to police, one customer was kicked by one of the men, but there were no serious injuries.