Labor Day weekend has become one of the biggest shopping events of late summer, with retailers covering websites and stores in eye-catching markdowns. But a giant “40% off” sign does not automatically mean you are getting a bargain. Retail pricing can be complicated, and the percentage discount matters far less than the final price you actually pay. Consumer Reports has repeatedly advised shoppers to compare prices rather than relying on a retailer’s advertised “original” or reference price. Before jumping into a Labor Day sale, knowing which promotions deserve extra scrutiny could keep more money in your wallet.
1. Mattresses With Huge Percentage Markdowns
Labor Day can genuinely be a strong time to buy a mattress, but that does not make every mattress promotion exceptional. NerdWallet recommends judging mattresses by their actual selling price rather than assuming a 40% or 50% discount represents meaningful savings. A mattress advertised at $2,000 and reduced to $1,200 sounds impressive, but another retailer might routinely sell a comparable model for $1,100. Compare the exact model, materials, warranty, delivery fees, return costs, and sleep-trial terms before buying. A Labor Day sale becomes worthwhile only when the final price and purchase protections are competitive.
2. Brand-New Fall Clothing
A rack of sweaters underneath a Labor Day sale sign can create the impression that everything is seasonally discounted. In reality, newly arrived fall clothing often has little reason to receive the deepest markdowns when cooler weather is just beginning. NerdWallet’s 2026 shopping guidance recommends waiting until at least October for better opportunities on fall apparel as retailers begin making room for winter merchandise. Summer clothing is different because stores have a financial incentive to clear shorts, sandals, and swimsuits from their shelves. Check whether that “40% off” applies to true clearance merchandise or conveniently excludes the new items you actually want.
3. TVs That Will Likely Get Cheaper
Seeing hundreds of dollars crossed off a television can make waiting feel risky, especially when a countdown clock is running. However, Labor Day is not traditionally the strongest shopping period for TVs, and major fall promotions are close behind. NerdWallet’s 2026 guidance points shoppers toward fall sales and the extended Black Friday season for stronger television-buying opportunities. If a $900 TV drops to $700 this weekend, search its exact model number and price history before assuming $700 is unusually low. Unless your current television just died, patience could beat an impressive-looking Labor Day sale percentage.
4. Appliance Bundles You Did Not Plan To Buy
Major appliances are among the categories where Labor Day promotions can offer legitimate savings, particularly as retailers move older inventory. The trap appears when a discount convinces you to replace three appliances even though you originally needed only one. Spending $2,700 on a discounted kitchen package instead of $1,100 on the refrigerator you needed is still an additional $1,600 leaving your bank account. Bundle rebates can also make comparison shopping difficult because individual model prices, delivery, installation, and haul-away charges vary. Write down exactly what you need before entering a Labor Day sale so the promotion does not expand your shopping list.
5. Furniture With An Inflated Reference Price
Furniture discounts can look enormous because sofas, tables, and bedroom sets often carry high reference prices. Consumer Reports has documented how advertised reference or “original” prices can sometimes make discounts appear more dramatic than the everyday selling price suggests. Instead of celebrating that a $2,000 sofa is supposedly 40% off, ask whether $1,200 is competitive for that particular construction, fabric, warranty, and brand. Search the model or product name at competing retailers and include delivery or assembly charges in your calculation. The number after the dollar sign matters more than the percentage printed above it.
6. Buy-One-Get-One Promotions
BOGO offers are especially good at making shoppers feel as though they are leaving money behind by buying only one item. Yet “buy one, get one 50% off” does not mean your entire purchase is discounted by 50%. If two $80 items qualify, you pay $120 rather than $160, making the effective discount 25%. The savings become even less compelling when you never intended to purchase the second item in the first place. During a Labor Day sale, calculate the total dollars spent instead of allowing promotional language to do the math for you.
7. Clearance Items You Cannot Easily Return
End-of-summer clearance can produce excellent bargains on patio furniture, outdoor goods, clothing, and other seasonal inventory. The problem is that the deepest discounts sometimes come with limited sizes, missing components, discontinued models, or restrictive return conditions. A $500 patio set reduced to $300 is not much of a bargain if replacement cushions are unavailable or returning it costs $150 in freight charges. Consumer Reports recommends checking return and price-adjustment policies carefully, especially with expensive purchases. Read those details before checkout because saving 40% upfront will not feel impressive if correcting a bad purchase wipes out the savings.
Shop The Price, Not The Percentage
Labor Day sales can absolutely save you money, particularly on mattresses, appliances, furniture, and end-of-season merchandise when the price is genuinely competitive. The mistake is treating the advertised percentage as proof that you have found the lowest price. Compare exact model numbers, look at competing sellers, check return policies, and consider whether you planned to buy the item before seeing the promotion. A smart Labor Day sale purchase should leave you with something you needed at a price you have verified, rather than something a countdown timer persuaded you to grab.
What is the biggest “sale” you have ever discovered was not really a bargain, and what happened when you compared prices? Share your experience in the comments.
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