Why March is a good month:March officially marks the end of winter. Retailers, especially big-box stores, want to clear out their snowblower inventory before spring rolls around so they won't need to store it for another 7 months, after which new models will be rolling out anyways. This makes March the absolute best time of the year to buy snow blowers.