On August 5, 2026 we read 75 Amazon India listings across three queries - school backpack, kids water bottle and lunch box - keeping every row with a price, a stated MRP above it, a rating and an image. A child needs all three, so we priced the set rather than the object. The median kit costs Rs. 1,942: Rs. 979 for the bag, Rs. 375 for the bottle, Rs. 589 for the box. Those same three medians at their stated MRPs total Rs. 3,959. The cheapest kit possible in the pull is Rs. 996, and the cheapest one in which every item scores 4.2 or better on at least 500 ratings is Rs. 1,268 - that is the number we would spend. The discount is not spread evenly: backpacks carry a median 62 per cent badge and seven claim 70 per cent or more, while 15 of 26 bottles carry 25 per cent or less. The object the sale is advertised on is the one with the inflated sticker. Twenty-five picks, every rating printed with its count.

On August 5, 2026 we read 127 AJIO listings across sarees, kurta sets and ethnic dresses, keeping every row with a price, a stated MRP above it and an image. Then we did one piece of arithmetic on each: sticker times one minus the badge. For 119 of the 127 it gives the selling price to within a rupee, and only 12 of those prices end in 00 or 99. The rest are Rs. 359, Rs. 468, Rs. 516, Rs. 671, Rs. 944 - numbers no one writes on a price tag, because the price here is an output rather than a decision. Thirty-three badge values cover all 127 listings and the top three account for 38, because labels apply one percentage across a whole range. Twenty-five stated MRPs appear on more than one listing; Rs. 4,345 is the sticker on five garments from four labels selling at five different prices. The exception is AVAASA, the retailer's own label, whose stickers are ordinary retail numbers carrying 29 to 49 per cent. Twenty-two picks.

On August 5, 2026 we read 119 Tata CLiQ listings across backpacks, handbags, sunglasses, wallets, watches and luggage, keeping every row with a price, a stated MRP above it and an image. Sixty-nine carried a star score; 50 carried none. Among the 69, the median score is 4.7 and the median number of people behind it is four. Forty-three score 4.5 or higher and 43 rest on five ratings or fewer. Twenty-three listings show a perfect 5.0, fourteen rest on a single rating, and only four listings in the whole pull carry 50 ratings or more - three of which are Ray-Ban listings all showing 4.0 from exactly 91, one review pool displayed across several pages. The same Resist Eyewear wayfarer appears twice: 5.0 from one rating in brown, 4.1 from 35 in black. Eighteen picks, with the count printed beside every star and the one-star listings seated alongside the five-star ones.

On August 5, 2026 we pulled twenty pages of Libas's own product feed - 5,000 entries - and kept the 913 listings that were in stock, carried an image and published both a selling price and a compare-at price. One hundred and thirty-five of them are named Plus Size; 778 are not. Twenty-seven of the 135 plus-size listings carry no discount at all, which is 20.0 per cent, against 30 of 778 on the main rail, which is 3.9 per cent - a five-fold difference in how often a shopper meets a full-price listing. The median plus-size badge is 53 per cent against 64 for the main rail, and the median plus-size price is Rs. 1,559 against Rs. 1,959. This is a difference of distribution rather than a rule: plus-size discounts reach 79 per cent at their deepest, and six discounted plus-size listings are seated here alongside the full-price ones. The likeliest ordinary explanation - newer stock is not marked down - cannot be tested from a feed, and we say so rather than assume it away. Nineteen picks.

On August 5, 2026, mid-Freedom Sale, we read 76 organic Amazon listings across five electronics aisles nobody had covered this week - earbuds, soundbars, power banks, tablets and laptops - holding 213,049 ratings between them. The same pattern held in every single aisle: the listing with the most ratings carries one of the smallest badges, and the deepest badges rest on the thinnest evidence. The five most-rated listings average a 26 per cent discount; the five deepest badges average 61. A OnePlus earbud with 48,532 ratings is cut 9 per cent while an 80 per cent sign hangs on a 3.7-rated listing with a twelfth of the sample. Amazon's own Basics label wears its aisle's deepest badge. Five of sixteen tablets, including well-rated ones, print no MRP and no badge at all. Fifty-eight per cent of all the ratings in the pull sit on listings discounted a third or less. Twenty-four picks, every count printed, every sticker read aloud.

Amazon's ethnic racks are running a Bestselling Kurtas Under Rs. 399 storefront, and the listings underneath it hold some of the platform's most crowd-verified fashion buys. We swept eight search walls and kept 23 kurtas — every one with a live price re-verified on August 4, 2026, a real MRP, and its actual Amazon rating with review count shown. The GoSriKi bestseller with 8,504 ratings at Rs. 399, Amazon's own Myx label at Rs. 199, a six-pick chikankari counter from Rs. 299, and full kurta sets that cost less than most single pieces. Roles, not rankings: best overall, biggest steal, best full set, the tailor's wildcard.

Puma India's End of Season Sale ran through July with a flat 40% off banner and rack cuts reaching 56%. That window has closed. On August 4, 2026 we went back to in.puma.com and re-read every one of the 21 shoes from our original sweep against its unchanged MRP — and the picture is genuinely mixed. Four picks never moved: the BMW M Neo Cat and Drift Cat at 55%, the women's Smashic and the Carina Slim Perf at Rs. 2,024. Others snapped back hard: the women's Softride Frequence went from Rs. 3,149 to Rs. 5,599, the Fade Pro from Rs. 4,799 to Rs. 7,199, the Deviate NITRO Elite 3 from Rs. 13,999 to Rs. 16,999. This is the post-sale price sheet, with the wait-for-the-next-window picks named as such.

Myntra's homepage this week pushes FWD — its Gen-Z fashion store — with one promise: everything under Rs. 999. We swept 365 live listings across ten FWD categories in July 2026 and re-verified every pick against the live FWD racks on August 4 — 21 survive: every pick carrying a live price, its real MRP, and its actual Myntra rating with the review count shown. The headline math, re-read this month: a 19,141-rating Berrylush skirt at 64% off, Roadster's 13,000-rating high-rise jeans down to Rs. 529, a Disney-print shirt at 82% off, and the edit's record 89% cut on a 4.4-rated maxi dress. Most prices have fallen since July. Roles, not rankings: best overall, biggest steal, highest-rated.

We ran six monsoon queries against AJIO's own search API on August 4, 2026 - sandals, flip flops, rain jackets, sliders, clogs and crocs - and kept the 413 listings that returned a price, a stated MRP and an image. Then we counted one word. Of the 67 rain layers, 31 say waterproof in the title. Twenty-nine are named a raincoat or rain jacket and say nothing at all about water. Three are windcheaters, which is a promise about wind. And the badges run backwards: the listings that state the claim are discounted at a median of 45 per cent, the silent ones at 53 - the deepest badge in the rack, 72 per cent, sits on a jacket described only by its fit, and the most expensive listing at Rs. 8,059 makes no water claim either. On the footwear side, of 346 listings exactly one mentions anti-skid, quick-dry or waterproof; 98 say slip-on and 45 say open-toe. Twenty-three picks, Rs. 316 to Rs. 8,059. AJIO returned no rating on any of the 413, so nothing here carries a rating pill.

Amazon's Great Freedom Sale banner advertises up to 75 per cent off headphones. On August 4, 2026 we read 68 headphone listings from amazon.in's own search shelf at popularity-rank, then re-verified all 21 seated picks on their product pages the same day. The claim checks out - and it is structurally misleading. The discount runs exactly inverse to brand equity: Sennheiser's median across four listings is 23 per cent, Sony's is 33 with the flagship WH-1000XM6 at just 20, while boAt's 23 listings - a third of the entire shelf - carry a median 60 per cent against MRPs set with the discount already in mind. The badges above 75 belong to Zebronics and Skullcandy, and the single deepest badge in the read, 86 per cent, sits on a Rs. 139 wired earphone. Twenty-one picks from Rs. 649 to Rs. 39,990, every rating shown with its count, every inflated MRP named as one.

Amazon's Great Freedom Sale banner advertises up to 55 per cent off appliances. On August 4, 2026 we read six kitchen searches within the same hour - air fryer, mixer grinder, microwave oven, vacuum cleaner, water purifier, induction cooktop - kept the 94 organic listings that carried a price, a stated MRP and a rating, discarded seven whose MRP was exactly 100 times their price, and repriced all 23 seated picks on their own product pages. The result is that the discount is a property of the shelf rather than of the sale: air fryers run a median 51 per cent off, mixer grinders 47, vacuums and purifiers 45, induction cooktops 38, and microwave ovens just 19. Where four brands hold an aisle, the sticker means something and barely moves; where the shelf is crowded, the sticker is set to produce a badge. One Panasonic microwave was cut by one per cent. One water purifier by 79. Both were on sale.

On August 4, 2026 we pulled five AJIO home searches - bedsheet, curtains, cushion cover, bath towel and dinner set - and kept the 308 listings that returned a price, a stated MRP and an image. Then we read the titles for a quantity, and the shelf came apart. Rs. 288 buys either two BIANCA door curtains or one, from the same brand, against the same Rs. 2,399 sticker, at the same 88 per cent badge. Rs. 360 buys any of seven CG HOMES double bedsheets, from 150 TC flat with nothing else to 200 TC fitted with two pillow covers. Rs. 234 buys five Rosarahome cushion covers; Rs. 245 buys two. And the pattern is measurable: of 81 curtain listings, the 62 that state a piece count carry a median 53 per cent discount, while the 19 that state none carry 81. Five bath towels in 49 publish a GSM. AJIO publishes no ratings at all, so this page argues from stated specification and division only. Twenty-four picks, every one priced per piece.

On August 4, 2026 we read 256 Tata CLiQ menswear listings across four queries and mapped every brand to its parent company. Three Indian apparel conglomerates account for 87 of them - a third of the shelf - and each runs its own house discount rate. Raymond's brands sit at a median 55 per cent off with a median price of Rs. 1,122. Arvind Fashions sits at 47 per cent, with a median price of Rs. 3,499 - three times Raymond's. Aditya Birla Fashion sits at 38 per cent. A Raymond cotton shirt costs Rs. 1,012 and a Louis Philippe cotton shirt Rs. 1,714, and the parent company predicts that gap better than anything in either listing. Outside the houses the picture inverts: the three groups cannot produce a rating sample above 21 across 87 listings, while a single Thomas Scott chino carries 374 ratings at Rs. 919. Twenty-six picks, every rating printed with its count.

We pulled Tata CLiQ's own marketplace search on August 3, 2026 across six kitchen queries and got 376 in-stock listings with a price, a stated MRP and an image. Only 163 of those showed a customer rating with the number of reviews behind it, and that became the filter: every one of these 23 picks carries both, quoted on the card. The page is ordered the way you would actually furnish a kitchen rather than by discount - the pressure cooker first, where the decision is capacity not brand, then the three pans that cook nearly everything a household eats, then the appliances in the order they earn their counter space, then the storage and carry kit nobody writes on a list. Rs. 149 for a gas lighter to Rs. 5,330 for a 19 L OTG. We name where a review count is only three or five people, we say which pick most readers should skip, and we check each discount against what that brand normally offers before calling it anything.

We pulled Libas's own Shopify product feed on August 3, 2026 - 1,000 listings, of which 889 have no size available at all, leaving 111 a shopper can actually buy. Splitting those 111 by discount produced a result with no exceptions in it. All 47 discounted listings are missing part of their size run and 33 are down to a single size. All 64 listings at full price have their complete size run available, every one. So the badge at Libas measures how long a garment has been sitting there, not how good the deal is, and the only question that matters on a 79 per cent listing is whether the one size left is yours. Twenty-six picks from Rs. 299 to Rs. 11,499, including the fourteen discounted listings that still have every size, the twenty listings sharing one Rs. 3,299 MRP, and the twenty-six plus-size listings of which not one is discounted. Libas publishes no ratings, so nothing here carries a rating pill.