Generally speaking, Italy's low season runs from early November until near the end of March, but excludes Christmas and the first week of the New Year and any special event periods, which can vary according to location. In some locations week-end rates differ from weekday rates. Your best approach is to contact the hotels directly.

Regards, Linda