Impute missing value: transpose or not?
Just by eyeballing the data i would think the number of visitors for store A on jan 4th is around 110. Basically it is always approximately half of Store B on any given day.
It seems like the number of visitors across stores are correlated, so you could potentially use simple linear regression to get a reasonable estimate for any given day.