Discount Mattress Stores Near Me If you're in the market for a new mattress you might want to think about buying a mattress at a discount. These stores usually offer discounted models and clearance items. Mattress manufacturers develop new models each year, so they often discount older models. It isn't easy to purchase a mattress, but a lot of people can find the ideal mattress at a discount store.