When a penalty kick scores, it counts as a goal (just as any other goal). The exception are kicks from the penalty mark (the "Penalty Shootout": the tie-breaker sometimes used when a game must have a...
The penalty spot is 15cm wide with its centre 6.4 metres from the centre of the goalline; the ball can be placed anywhere on that spot when the stroke is taken.