Why category-specific timing matters
Different categories have different annual deepest-discount windows. Defaulting to "Black Friday for everything" leaves money on the table for categories where Memorial Day, Labor Day, Spring Black Friday, or Way Day is the deeper window.
For shoppers planning major purchases across the year, knowing the category-specific calendar guides timing decisions. Cumulatively, choosing the right window for each major purchase saves $200 to $1,000 vs the default-Black-Friday approach.
TVs: Black Friday and Cyber Monday
Premium OLED and QLED TVs (Sony Bravia, LG OLED, Samsung S series flagships) at Best Buy beat all other windows. Black Friday week and Cyber Monday at Best Buy are the two deepest annual windows. December clearance sometimes drops Cyber Monday pricing further on premium OLED.
Mid-tier and entry-tier TVs (Hisense U-series, TCL Q-series, Vizio, Onn, Insignia) at Walmart, Amazon, and Sams Club follow similar Black Friday and Cyber Monday timing. Walmart's house brand Onn and partner brand TCL take the deepest cuts at $228 to $328 for 65-inch 4K models.
Watch out for: Best Buy soft-launches sale prices 12 to 24 hours before the formal promotional window opens on product pages. Tracking the model URL catches the soft-launch.
Laptops: back-to-school plus Black Friday
MacBook Air and MacBook Pro at Best Buy and Costco beat all other windows during Apple back-to-school (mid-July to early September), Black Friday week, and Cyber Monday. Apple gives Best Buy and Costco direct seasonal pricing authority that Amazon does not match.
Mid-tier productivity laptops (HP Pavilion, Lenovo IdeaPad, ASUS Vivobook, Acer Aspire) at Amazon Lightning Deals during Prime Day, Prime Big Deal Days, Black Friday, and Cyber Monday. Premium gaming laptops (Razer Blade, Alienware, ASUS ROG Strix Scar 18, MSI Raider) at Newegg Shell Shocker during Black Friday week and Cyber Monday.
Watch out for: Apple back-to-school includes free AirPods bundles for student-verified shoppers via Apple direct.
Major appliances: Memorial Day and Labor Day
Full-size refrigerators and laundry pairs (LG, Samsung, Whirlpool) at Lowes, Home Depot, Best Buy, and Costco see deepest Memorial Day weekend (late May) pricing. Spring Black Friday in early April beats November on Whirlpool laundry and GE Profile in most years.
Ranges, dishwashers, and built-in microwaves (GE Profile, KitchenAid, Bosch) see deepest Labor Day weekend (early September) pricing. November Black Friday focuses more on cordless combo bundles and Christmas categories than full-size appliances.
Watch out for: Costco includes free 2-year extended warranty plus extended 5-year manufacturer warranty on TVs (worth $150 to $500 vs Best Buy Geek Squad). Net comparison usually wins for Costco on premium appliances.
Mattresses: Memorial Day, July 4th, Labor Day
Mattresses (Casper, Purple, Saatva, Tempur-Pedic, Tuft and Needle) discount deepest at Memorial Day weekend (late May), July 4th weekend, and Labor Day weekend (early September). Most direct-to-consumer mattress brands run 20 to 30 percent off site-wide during these windows.
Casper, Purple, and Saatva each run their own promotional cycles in addition to the major holiday windows. Black Friday at mattress brands is competitive but typically smaller than Memorial Day or Labor Day for these specific brands.
Watch out for: Mattress Firm and Sleep Number physical retail stores sometimes offer Black Friday-equivalent discounts year-round through aggressive sales. Compare brand-direct pricing vs physical retail.
Furniture: Way Day in April and clearance windows
Wayfair Way Day in late April is the deepest annual furniture sale in the US for full-size sofas, sectionals, beds, dining sets, and outdoor furniture (50 to 80 percent off list).
West Elm and CB2 4-week markdown cycles end at 50 to 70 percent off original price during late January (fall/winter clearance) and late August (spring/summer clearance) windows. These match Way Day depth on specific styles.
Article direct firmer pricing with 10 to 20 percent off Memorial Day, Labor Day, and Black Friday. Floyd modular furniture rarely discounts.
Watch out for: Free shipping and delivery costs vary materially across retailers. Article includes free white-glove delivery; Wayfair charges $20 to $300 depending on item size.
Gaming consoles and games: Black Friday and Cyber Monday
PS5 Slim and Xbox Series X stay at MAP outside Prime Big Deal Days (October), Black Friday week, Cyber Monday, and the week before Christmas. During those windows, $30 to $80 discount or bundled $50 digital credit.
Target Circle Card 5 percent on console hardware is the only year-round path to get below MAP on PS5 Slim, Xbox Series X, and Nintendo Switch.
First-party Sony and Microsoft games launch at $69.99 and discount to $49.99 around month 6 post-launch, then $29.99 to $39.99 at month 12 (often timed with Black Friday).
Watch out for: Walmart-exclusive PS5 bundles sometimes beat Best Buy Black Friday on the same console plus games combination.
Beauty: Sephora Beauty Insider Sales and Ulta 21 Days
Sephora runs 3 major sales per year (Beauty Insider Sale in April, Holiday Sale in November, Spring Savings Event in early May) with 10 to 20 percent off depending on tier (Beauty Insider, VIB, Rouge).
Ulta runs 21 Days of Beauty twice per year (March-April and September) with 50 percent off select brands rotating daily. Target Beauty Bay and Sephora at Target sections eligible for Circle Card 5 percent at-checkout discount.
Brand-direct sites (Drunk Elephant, Glossier, Charlotte Tilbury) run their own Friends and Family sales with 20 to 25 percent off site-wide.
Watch out for: Sephora VIB and Rouge tier sales discounts apply to most full-size products across most brands; some restrictions on La Mer, Tom Ford Beauty.
Tools: Spring Black Friday in April and Father Day
Power tool combo kits (Milwaukee, DeWalt, Ryobi at Home Depot; Kobalt, Craftsman at Lowes) see deepest Spring Black Friday (typically April 4 to 17) and Father Day weekend (mid-June) pricing. November Black Friday focuses more on cordless combo bundles and battery-charger packages.
Harbor Freight runs Parking Lot Sales (typically February, May, August, November) as the 4 deepest annual windows for Bauer, Hercules, and Icon professional tool lines. Inside Track Club ($30 per year) stacks 5 to 20 percent off most coupon pricing.
Watch out for: Pro Xtra (Home Depot), MyLowes Pro (Lowes free 5 percent at checkout), and Inside Track Club (Harbor Freight) all materially change net pricing for higher-volume buyers.
Apparel: Late January and late August clearance
Goodfellow, Wild Fable, A New Day at Target follow 4-week markdown cycle ending in 70 percent off late January (fall/winter) and late August (spring/summer) clearance windows. Macy's One Day Sale events run 8 to 10 times per year stacking on existing markdowns.
Levi's discount across Macy's One Day Sale, Amazon Lightning Deals (every 4 to 8 weeks), and Kohl's Cash promotional events. Lululemon We Made Too Much rotates 30 to 60 percent off year-round with no Black Friday equivalent.
Uniqlo Limited Time Offer rotates 30 to 60 percent off 1 to 2 week windows. Heattech (fall/winter) and AIRism (spring/summer) deepest during off-season clearance.
The bottom line
Different categories have different deepest-discount windows. TVs and laptops cluster at Black Friday and Cyber Monday. Major appliances at Memorial Day and Labor Day. Furniture at Way Day in April. Mattresses at Memorial Day, July 4th, and Labor Day. Tools at Spring Black Friday and Father Day. Beauty at Sephora seasonal sales and Ulta 21 Days.
For shoppers planning major purchases across the year, matching each purchase to the right window saves $200 to $1,000 cumulatively vs the default-Black-Friday approach.
*DiffScout tracks any retailer URL across multiple promotional windows annually. Try it free →*