Smart Shopping Strategies: What to Buy and What to Skip During Labor Day Sales

Mattresses need a recorded baseline

Mattresses carry the most verifiable Labor Day discounts of any large shopping category. Tempur-Sealy, Serta, and other manufacturers often schedule model-year transitions around the early autumn selling window, which leaves retailers holding prior-line floor stock that has to move before new units arrive. Casper, Saatva, and Purple have published Labor Day reductions in the 20 to 35 percent range across several years, and those figures generally hold up when checked against the same retailers’ off-season pricing.

A mattress eats up warehouse space, ships on a thin per-unit margin, and almost never sells at full list outside the manufacturer’s own promotional calendar. Once last year’s foam density or coil count is being phased out, the old stock turns into a logistics burden tied to space, freight, and the units coming in behind it.

The exact model name matters because bedding lines differ from one retailer to the next. Note the model name and the non-sale price sometime in July, then set that figure next to the Labor Day listing. A price marked down to a sale figure counts as a genuine cut only if the higher reference number was actually showing on the same listing during the preceding weeks.

The crossed-out number on the page carries less weight than a baseline you recorded yourself in July. Keepa, originally built for Amazon price history, and CamelCamelCamel can verify many bedding products sold through Amazon’s marketplace.

Outdoor goods lose their season

Outdoor equipment hits its yearly price floor in late August and early September because the selling season is winding down. Weber, Char-Broil, and Traeger grills sold through Home Depot and Ace Hardware see their deepest markdowns in this stretch, while spring launch prices ride on peak demand. A retailer carrying gas grill inventory into October faces months of storage cost against almost no seasonal demand, which converts the markdown into a clearing mechanism.

The same pressure applies to patio and wicker dining sets, which typically shed a substantial share of their spring price by the first week of September as stores reassign floor space to autumn and holiday merchandise. The reduction often deepens further into September, so a buyer who can stash the item until next year stands to capture the steepest discount by waiting past Labor Day toward the end of the clearance window.

The catch is selection. Popular colors, sizes, and configurations sell out first, so the lowest September price often shows up only after the preferred four-burner model or finish has already disappeared. The trade can be easy when the grill will sit unused until spring anyway, but the trade is still real.

Reference prices, appliances, and the full bill

The crossed-out reference price beside a sale figure does not guarantee that the store ever sold the item at that amount. The Federal Trade Commission has pursued cases under its authority over deceptive pricing, including a 2014 action against Amazon-adjacent and direct retailers over reference prices that did not reflect genuine former selling prices. The number may simply be a manufacturer’s suggested retail price that the item never actually moved at in that store.

Apparel and small electronics frequently carry a list price and a street price that stay far apart all year. A shirt advertised at 60 percent off a 50 dollar reference may have been selling at roughly 22 dollars for months. A Bluetooth speaker promoted through a 40 percent off Labor Day flash may land at the price it already carried in June. Independent price-history records remain the cleanest way to separate a true drop from an anchor the retailer built into its own display.

Whirlpool, LG, and Samsung run Labor Day promotions through Best Buy, Home Depot, and Lowe’s, and refrigerators, washers, and dryers can see real reductions when the September and October model-year rollover is in play. The larger cuts often arrive later, around Columbus Day weekend in mid-October and again during the November sales period, after new model stock has physically pushed out the outgoing line.

A 2024 model-year French-door refrigerator marked down 25 percent during Labor Day is usually a real clearance event when the 2025 line is arriving. The same headline percentage off a current-line dishwasher that will stay in the catalogue through next spring belongs to a routine promotional cycle that repeats several times a year.

Delivery and haul-away charges can wipe out much of the gap between two advertised appliance prices. One retailer may attach a delivery charge and an old-unit removal fee to a discounted washer while another waives both. Comparing only the headline markdown can leave the store with the bigger displayed discount as the more expensive option once the full bill is tallied.

Extended warranties pile on another charge at the register. Appliance staff often present the service contract during checkout, and the margin on those contracts runs high enough that a unit sold near cost during clearance can still turn a profit through the attached warranty. Turning down the warranty does nothing to the appliance price you already locked in.

Laptops and tablets deserve a shorter look

Laptops and tablets are the weakest Labor Day category for genuine value, since many weekend discounts are leftover back-to-school promotions that peak in late July and early August. The strongest laptop pricing of the year usually lands during the November sales window, when Intel and AMD chip refreshes and new Apple silicon releases push the prior generation down hard.

Checking the price before the claim

Record the current non-sale price of each item you are considering two to three weeks ahead, using the model number in a simple list. That baseline turns the Labor Day price from a standalone claim into a measurable change against a price the item actually carried.

The method works best when you can see why the seller wants the item gone. Tracking history through Keepa or CamelCamelCamel on Amazon-sold goods often reveals that a strike-through figure floats well above the typical street price, which means the advertised percentage is measured from a number few shoppers ever paid. When the recorded baseline lines up with the crossed-out figure, the saving is real; when the baseline sits far below it, most of the advertised cut is theater.

Bundles deserve the same scrutiny applied to each piece. A mattress sold with free pillows works only if the base price holds up against the unbundled market price elsewhere. A retailer can lift the listed price to cover the cost of the giveaway, so pricing the mattress and the pillows separately and comparing each against standalone options defeats the bundle anchor.

Labor Day markdowns get easier to read once the seller’s cost of holding the item is visible in the background. Bulky goods consume warehouse space, summer goods lose demand as the season closes, and discontinued model-year stock has to clear room for incoming inventory. Current electronics often sit outside those pressures, which is why the same retailer can repeat a similar markdown within weeks.

Price-history tools can show whether a displayed discount tracks a recent selling price or a reference number chosen for effect. The one detail most sale pages still leave off the screen is whether the crossed-out amount was ever the price shoppers actually paid.