The best time of year to buy a Sleep Number bed is during major holiday weekends—specifically , Black Friday , and Memorial Day —when discounts often reach up to 50% off select models. While Sleep Number maintains consistent MSRPs year-round, these specific windows offer the deepest price cuts on smart beds, pillows, and bedding essentials. Memorial Day