November, parts of January and February, and early March can reduce lodging prices in many cities. Christmas and New Year, major events, and ski areas are important exceptions.
A cheap month is only useful if the trip still works. Check daylight, seasonal closures, ferry and mountain transport schedules, and rainfall before accepting a lower rate.