Yes, it is possible to get keratosis pilaris on your face. However, this happens in very rare cases. Keratosis pilaris is typically seen on the thighs or arms. If you develop this condition on your face, there is a high chance that it may look like acne. Moreover, your skin may become dry and damaged due to this condition.