It may happen that the maximum consumption value for some sites in the testing set is slightly larger than what was observed in the training set due to some variability, but not significantly larger (no outliers).

It seems strange that you are getting unfeasible solutions because that would suggest not only that the grid cannot provide sufficient energy but also that the battery is empty. Are you sure the grid is available during those hours (grid outage plan values equal to True)?