On August 5, 2026 we ran six queries against Reliance Digital - air cooler, fan, water heater, mixer grinder, microwave and vacuum cleaner - and kept twelve listings from each with a price, a stated MRP above it and an image, so that every category median rests on the same sample size. The pattern is the calendar. Air coolers carry a 50 per cent median badge with the cooling season six weeks gone; water heaters carry 43 per cent four months before winter; fans carry 38. The machines nobody buys by the season carry far less: microwaves 27.5 per cent, vacuum cleaners 23. Grouped, that is 44.5 per cent against 30 per cent on 36 listings each. One category breaks it - mixer grinders at 41.5 per cent, with no season at all - and we have seated it and said we cannot explain it. Underneath runs a second pattern: the badge falls as the price rises while the rupee saving climbs from Rs. 1,051 to Rs. 6,304. Twenty-four picks. Reliance Digital publishes no ratings on these listings.

On August 5, 2026 we read 118 Vijay Sales listings across mobiles, laptops, headphones, smart-watches and tablets, keeping every row with a price, a stated MRP above it and an image, and then computed two numbers for each: the badge and the money. They point in opposite directions. The deepest badge in the pull, 76 per cent, removes Rs. 3,800 from a pair of Zebronics headphones. The largest reduction in the pull, Rs. 108,991, sits behind a 59 per cent badge on a Lenovo laptop, and an HP OMEN at just 30 per cent removes Rs. 81,382 - twenty-one times the money for a number less than half the size. Per point of discount, that is Rs. 50 against Rs. 2,552. Category medians run headphones 39 per cent and Rs. 4,100, smart-watches 20 per cent and Rs. 2,000, laptops 35.5 per cent and Rs. 56,094, mobiles 26 per cent and Rs. 13,000, tablets 16 per cent and Rs. 6,500. Twenty-one picks, with the rupee figure printed beside every percentage. Vijay Sales publishes no ratings on these listings.

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.

We read all 129 in-stock listings on Libas's own site on July 31, 2026 — five weeks before Raksha Bandhan opens the festive season — and found a store that prices in tiers and lets the MRPs do the theatre. Seven silk-blend suits sell at exactly Rs. 2,619, declaring MRPs from Rs. 5,299 to Rs. 9,149, so their badges run 51% to 71% on identical money. Five printed suits share Rs. 1,649, four declaring an identical Rs. 4,499 — the store's only perfectly uniform shelf. The Gerua sub-brand runs its own tiers at Rs. 1,299 and Rs. 1,399, putting three complete festive suits under Rs. 4,200. And the categories discount by their clearance pressure, not their badges: suits at a median near 60%, sarees at 40% because the six-yard format neither sizes nor dates, and the Libas Art occasion line at 16-47% — the Rs. 12,599 net lehenga, the priciest item in the read, gets 16%. July is when this shelf is stocked, sized and quiet; from mid-August it will not be.

On August 5, 2026 we read 358 AJIO women's footwear listings across four queries - heels, flats, sandals and boots - and found something worth leading with: not one of them carries a star rating or a rating count. With no crowd signal available, the only readable structure is price against stated MRP, and it splits the wall into three systems. Marketplace labels such as Shoetopia and FROH FEET run 267 listings at a median 69 per cent off a median Rs. 1,999 sticker, landing at a median Rs. 675. Shoe-retail brands including ELLE, Mochi, Metro and Bata run 72 at a median 50 per cent - 24 of them at exactly 50 - landing at Rs. 1,100. Chain-store labels like MAX and YOUSTA run 19 at a median 25 per cent against a median Rs. 599 sticker. The comparison that carries the page: a RED TAPE flip-flop at 86 per cent off costs Rs. 602, and a MAX ballerina at 8 per cent off costs Rs. 549. Twenty-three picks, every stated MRP printed.

On August 5, 2026 we read 444 AJIO menswear listings across four queries - formal shirts, casual shirts, trousers and blazers - and counted repeats before comparing anything. Two hundred and ninety-six of the 444 share a selling price with at least one other listing, and 186 sit at a price shared by three or more. ARROW's 71 listings collapse to 35 prices: ten blazers at exactly Rs. 3,600 against Rs. 7,999, nine more at exactly Rs. 3,150 against Rs. 6,999, with titles differing only in words like slim, regular and notched. Seven NETPLAY and DNMX listings share Rs. 509, pricing a shirt and a pair of chinos identically. Six Peter England shirts share Rs. 811, charging the same for half sleeves as for full. Strangest of all, five listings from four unrelated brands share Rs. 500 against an identical Rs. 2,499 sticker. Not one of the 444 carries a rating. Twenty-four picks.

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 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.

Dot & Key prices differently from most D2C skincare brands — we swept its full 149-product catalogue on August 5, 2026 and found exactly one struck-through price on the site. The discounts are real, but they live in codes and cart offers, not stickers: the FLAT15 sitewide code, the deeper COMBO25 on combo packs, a free gift above Rs. 799, two above Rs. 1,099, and an extra 5% off prepaid orders. The combo packs are not themselves a saving — the twin-pack sunscreen lists at exactly twice the single — they simply move the cart into the higher code tier. This guide maps where each offer applies, why the site looks full-price when it isn't, and the checkout order that stacks the layers without one cancelling another.

We ran eight category queries against Croma's own catalogue API on August 4, 2026 and kept the 165 listings that returned a price, a stated MRP and an image. Sorted by median discount, the aisle runs backwards: dehumidifiers 4 per cent off, washing machines 19, air purifiers 22, washer-dryers 23, clothes dryers and garment steamers 28, hair dryers 36. The better an appliance solves a wet-season problem, the less it is discounted - and the less it is reviewed. All 12 dehumidifier listings come from a single supplier group, 10 of them carry no rating, and between a Rs. 2,500 desiccant box and a Rs. 22,500 machine there is nothing. Nineteen of the 24 dryer and washer-dryer listings publish no rating either. The cheapest machine on the site that dries a load of clothes indoors is Rs. 22,490. Twenty-four picks from Rs. 1,754 to Rs. 3,31,170. Croma publishes averages with no review counts, so no pick here is chosen on its score.

We pulled four category slugs from Vijay Sales' own listing pages on August 4, 2026 and kept the 108 listings that returned a price, a stated MRP and an image. Five brands stock the identical 1.5 tonne air conditioner in both 3 Star and 5 Star trim, which makes the cost of that upgrade visible for once - and it varies wildly. Godrej charges Rs. 3,980 for the two extra bands. Voltas charges Rs. 8,509, Bluestar Rs. 9,500, Carrier Rs. 9,700 and Daikin Rs. 12,300. The discounts do not close the gap: 18 of 27 AC listings are 3 Star at a median 38 per cent off against 36 per cent for the 5 Star listings, so the badge is flat while the price is not. Refrigerators are stranger still - the appliance that never switches off has exactly one 5 Star listing in 27. Televisions carry no star rating at all. Twenty-three picks from Rs. 14,999 to Rs. 69,700, with the running-cost assumptions shown.

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.

Every large-appliance listing at Vijay Sales leads with a capacity figure - kilos, litres, place settings - and on August 4, 2026 we read 99 of them across four categories to find out whether that figure sets the price. It does not. What sets the price is a type word buried mid-title. Semi-automatic washing machines run a median Rs. 13,080, fully automatic top loads Rs. 22,990 and front loads Rs. 41,990. Direct cool fridges run Rs. 15,990, frost free Rs. 33,190 and side-by-side Rs. 87,000. The proof sits in one comparison: a 9 kg semi-automatic costs Rs. 12,960 while a 7 kg front load costs Rs. 32,240 - more drum for 40 per cent of the money. Two Whirlpool 235 L fridges were listed at the identical Rs. 26,990, one with an inverter compressor and one without. Twenty-five picks, grouped by the fork rather than the brand. This feed publishes no ratings, so none appear here.

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.