We read 91 in-stock Reliance Digital television and audio listings on July 30, 2026 and sorted the discount badges by whether the stated MRP behind them could be verified. The median discount is 46%, a number that describes nothing. Split by brand it becomes clear: Sennheiser's flagship headphone is 26% off, Sony's ANC model 33%, JBL's headphones and soundbar 40% to 46%, TCL's soundbar 42% — all brands whose prices you can check against their own stores in a minute. Against that, Hammer's Bluetooth speakers are 70%, 83% and 87% off, boAt Airdopes 85%, Kratos earphones 81%, and televisions from Foxsky and NVY 59% to 69% off stated MRPs the Indian market does not support for those panels. Two GOVO soundbars sell at the identical Rs. 5,999 with badges of 68% and 67% — the only difference is which MRP each listing declares.

We read 245 in-stock AJIO kidswear listings from the retailer's own search responses on July 30, 2026, then grouped them by brand rather than by discount. The pattern is hard to miss. RIO GIRLS appeared ten times and was 75% off all ten times. AARIKA GIRLS ETHNIC appeared seven times and was 60% off all seven. YB DNMX, KG FRENDZ and KB TEAM SPIRIT contributed 41 listings between them and used exactly two figures across the lot: 49% and 75%, nothing in between. At the 75% rate the checkout price is a quarter of the stated MRP to within a rupee, every time. The sharpest pair needs no interpretation: a Rs. 100 crop top badged 75% off sits beside a Rs. 101 T-shirt badged 49% off, same brand, same week — one rupee apart at the till, 26 points apart on the label. Meanwhile MAX used six different rates across nine listings and left one at full price. AJIO returned no ratings for any of the 245, so this page shows no rating pills. Twenty-one picks, read by price first.

We read 91 in-stock Bewakoof womenswear listings from the retailer's own category responses on July 30, 2026, and tested the badge from both directions. Fix the price and the badge moves: ten garments cost exactly Rs. 699, with stated MRPs of Rs. 2,099, Rs. 1,599, Rs. 1,499, Rs. 1,199 and Rs. 999 — badges of 66%, 56%, 53%, 41% and 30% on an identical checkout price, thirty-six percentage points of spread for zero rupees of difference. Fix the MRP and the price moves: six garments state exactly Rs. 1,799 and sell at Rs. 429, Rs. 449, Rs. 599, Rs. 749, Rs. 799 and Rs. 1,399, a 3.3-fold spread producing badges from 76% down to 22%. Six more share Rs. 3,199. Because one MRP covers plain shorts, an oversized tee and a flared midi dress equally, it is a tier label rather than a price. The only comparison that held up came from the garments: a two-piece co-ord set at Rs. 809 is about Rs. 405 a piece, beating every single-garment pick. Not one of the 91 listings was at full price.

We read 255 in-stock Nykaa Fashion listings from the retailer's own category API on July 30, 2026, across menswear, womenswear, footwear, bags and jewellery — and the shelf turns out to be two shops sharing a search box. Seventy-three of the 255 carry no discount at all, and they cluster by label: H&M gave 33 listings with a median discount of 0%, The Souled Store 15 with a median of 0%, Nike eight with a median of 0%, and all five Jockey listings sat at exactly zero. So did a Polo Ralph Lauren T-shirt at Rs. 7,199 and a NILI LOTAN trouser at Rs. 63,599 — which is 57 times the shelf's median price of Rs. 1,120. The other shop is Indian labels on flat house rates: The Indian Garage Co, eight listings all between 58% and 70%; Mabish By Sonal Jain, seven all at 59% or 60%; CAHOOT median 48%. The best arithmetic on the page carries no badge at all — a five-pack of tees at Rs. 2,299, or Rs. 460 a garment.

Libas's homepage on July 30, 2026 read "FOMO Deals - shop under 799, 999 and 1199". We read 108 in-stock listings from Libas's own product feed the same day and counted. Eight came in at or under Rs. 799 — about seven per cent. Twenty at or under Rs. 999, twenty-five at or under Rs. 1,199. The median listing was Rs. 1,819 and the dearest Rs. 12,599, twenty-five times the cheapest. Five of the eight items in the tightest band are Gerua By Libas, a diffusion line rather than a reduction: 20 listings priced Rs. 679 to Rs. 1,399, of which 19 share one stated MRP of exactly Rs. 3,299 and sell at eleven distinct prices with badges from 79% down to 58%. Two blue yoke-design suits on that MRP, described in identical words, cost Rs. 729 and Rs. 1,119. At the other end Libas Art runs 16% to 47% off, and the Rs. 12,599 lehenga carries the second-smallest badge in the read. Three-piece suits work out at about Rs. 226 a garment.

We read 181 in-stock AJIO men's footwear listings from the retailer's own search responses on July 30, 2026, then grouped them by brand rather than by discount. The badge sorted itself into a ladder. Median discount by label: NIKE 7% across four listings, two of them at exactly zero; Decathlon 19%; Woodland 20%; Bata 31%; New Balance 50% across four listings that ran 50%, 50%, 50% and 53%; Mochi 51% on all four of its listings; ASICS 52%; adidas 57% across eleven listings using nine distinct rates. And then RED TAPE, which contributed 23 listings — more than any other brand — with not one below 80% off. Its stated MRPs run Rs. 7,699 to Rs. 12,099, the highest figure in the entire read, while its checkout prices run Rs. 1,540 to Rs. 2,420. The sharpest pair needs no interpretation: a Bata penny loafer at Rs. 549 with no badge sits twelve rupees below a slip-on badged 85% off. AJIO returned no ratings, so this page shows no rating pills.

We read 214 in-stock AJIO women's ethnic listings from the retailer's own search responses on July 30, 2026 — every one of them discounted, not a single listing at zero — and grouped them by label rather than by percentage. Two pricing conventions sit on the same shelf. AVAASA MIX N' MATCH, Reliance's own ethnic brand, gave 28 kurta and palazzo listings at exactly 49% off, one rate with no variation, which means its price differences actually describe the garments. Against that, Nyrika's 38 listings ran 70% to 93%, SVARAA's 34 ran 55% to 88%, and Popmantra sat at 84%. The deepest badge in the read, 93%, is on a saree selling at Rs. 280 against a stated Rs. 3,999 and described as Banarasi silk — at Rs. 43 a metre that fabric is a power-loom synthetic, and we say so. At the other end, a LIMEROAD palazzo is 13% off and two MAX palazzos 17%. Exactly one listing in 214 falls between 17% and 49%.

We read 293 in-stock Nykaa Fashion apparel listings from the retailer's own category data on July 30, 2026 and grouped them by label rather than by discount. Three pricing systems share one shelf. The designers never discount: Payal Singhal's 13 listings were all at zero, MALIKA GUPTA's 10 all at zero, JAYATI GOENKA's 21 all at zero, across prices from Rs. 6,360 to Rs. 53,000. Two contemporary labels use a single flat rate each — Soup by Sougat Paul, 24 listings at exactly 15%, and Nikasha, 23 listings at exactly 20%, with no variation in either. Then the mid-market men's brands, whose stated MRPs you can check in their own stores: U.S. Polo at a median 33%, The Indian Garage Co at 58%, Jack & Jones at 60%. And finally the marketplace sellers, running to 84% — a chiffon saree at Rs. 1,480 against a stated Rs. 8,999, and three PIMU dresses at exactly Rs. 1,000 carrying badges of 75% and 68%.

We read 88 in-stock adidas India listings from the brand's own content-engine API on July 30, 2026, against kids', junior, boys' and girls' queries. Eighty-one of them carry no discount at all — priced at exactly the stated MRP, nothing struck through. The seven that do use exactly two figures: three at 30% and four at 50%, with nothing in between. Across all 88 listings there are only 30 distinct prices, and two rungs are crowded: eleven listings at Rs. 4,299 and eleven at Rs. 6,599. The Rs. 4,299 rung is entirely kids' club jerseys — Real Madrid, Manchester United, Juventus, Liverpool, Bayern and Arsenal, home and away, this season and last, all at one number. It is a category price, not a product price. And this is the one shelf we read this week with real evidence on it: a full-price Samba OG carries 20,391 ratings, an Adizero EVO SL 6,041, kids' Samba Jane 560. The largest sample on the whole jersey rung is 39, and one jersey shows a perfect 5.0 from four people. Twenty-one picks.

We read 301 in-stock Crocs footwear listings from crocs.in's own catalogue on July 30, 2026. Crocs uses exactly five discount rates — 0%, 20%, 25%, 30% and 40% — with nothing in between, and 196 of the 301 carry no discount at all. The rate is not decided by the price tier: one stated MRP of Rs. 2,995 holds 55 listings split across all five outcomes, and Rs. 5,495 holds 38 split four ways. What decides it is the colourway. The Classic Kids Clog in navy and elite blue costs Rs. 2,995; the identical clog in lavender, aquamarine and blue calcite costs Rs. 2,396 — same mould, Rs. 599 apart. The Crocband in white and black is Rs. 4,396; in charcoal, blue bolt and microchip it is Rs. 3,297. On licensed clogs the character does the same job: Superman, Pokemon, Minecraft and TMNT hold at Rs. 5,495 while Frozen Elsa is 30% off. The core colours and current licences keep their price; the rest are reduced. Crocs returned no ratings, so this page shows no rating pills.

We read 641 in-stock Neeman's listings from the brand's own product feed on July 30, 2026 — sneakers, slip-ons, walking shoes, clogs, flip-flops, slides, sandals and socks — and counted the distinct checkout prices. There are 46. This is a price ladder rather than a set of individually priced shoes, and the rungs are heavily loaded: 73 listings at Rs. 1,999, 58 at Rs. 2,299, 37 at Rs. 1,099, 35 at Rs. 899, 24 at Rs. 4,499. Each rung then carries many stated MRPs, which is where the badge stops meaning anything. The 73 shoes at Rs. 1,999 have ten different MRPs between them, producing badges of 0%, 9%, 20%, 23%, 26%, 29%, 33%, 39%, 43% and 49% — forty percentage points of spread across shoes that cost exactly the same. Rs. 1,099 runs 0% to 70%; Rs. 899 runs 0% to 72%. Some listings carry no reference price at all, and those are the only ones that cannot mislead. On the Rs. 1,099 rung the shoe with the smaller badge has the better sole.

We read 138 in-stock adidas India listings from the brand's own product data on July 30, 2026 and grouped them by model name rather than by discount. The Samba OG appears as five separate live listings at Rs. 7,699, Rs. 8,399, Rs. 10,999, Rs. 11,999 and Rs. 12,999 — and every one of them displays the identical rating of 4.7 from 20,391 people, because adidas attaches the rating to the model rather than the colourway. The same thing happens three more times: Handball Spezial at Rs. 7,699 and Rs. 10,999 on one 4.8 from 9,066; Ultraboost 1.0 at Rs. 8,999 and Rs. 10,799 on one 4.6 from 4,526; Advantage Base at Rs. 3,299 and Rs. 6,599 on one 4.5 from 611 — double the money for the same shoe. The discounting itself is close to binary: 107 of 138 listings carry nothing at all, and 20 of the 31 that do are at exactly 50%, concentrated on entry trainers between Rs. 1,799 and Rs. 3,499.

We read 338 in-stock Crocs India listings from the brand's own catalogue responses on July 30, 2026, and the whole shelf resolves to seventeen distinct stated MRPs and forty-eight distinct selling prices. Rs. 2,995 carries fifty listings, Rs. 3,495 carries forty-nine, Rs. 5,995 thirty-eight. The discounts come in exactly five values — 20% on 58 listings, 25% on 17, 30% on 47, 40% on 21, and one solitary 50% on a plastic charm — with 194 listings carrying nothing at all. That means forty per cent is the hard ceiling for footwear here, and it clusters on the Classic II and Mellow recovery families rather than spreading across the catalogue. Inside a single tier the spread is real money: the Rs. 2,995 rung sells at Rs. 2,396, Rs. 2,246, Rs. 2,097 and Rs. 1,797 depending on which colourway you open — Rs. 599 between the ends, on the same foam.

We read 369 in-stock Beardo listings from the brand's own product data on July 30, 2026 and grouped them by product name rather than by discount. Fourteen products turned out to have two or three separate live listings at different prices. The Whisky Smoke Bourbon EDP 100 ml is selling at Rs. 499, Rs. 699 and Rs. 799 at the same time, all three against one stated MRP of Rs. 1,500. The Ape-X Prime 3-in-1 trimmer is Rs. 999 with a 33% badge on one page and Rs. 1,499 with no badge on another — Rs. 500 decided by which link you open. A travel pouch is Rs. 499 and Rs. 500. Separately, 48 listings cost exactly Rs. 999, the most common price on the shelf, and their badges run from 0% to 71%: that money buys four 50 ml perfumes against a stated Rs. 3,396, or one body spray at five per cent off. The trimmers are where the stated MRPs behave, carrying the shelf's smallest badges on figures the category supports.

On July 30, 2026 HealthKart's homepage banner read "Weight Management Range | Upto 35% Off". We read 57 in-stock listings from HealthKart's own category responses the same day, across the weight-management shelves plus the adjacent whey protein and health-food categories, and measured the distribution rather than the maximum. The median discount was 15% and the mean 18.3%. Twelve listings beat 35%, but seven of those were one product in seven flavours — so only six of 33 distinct product families cleared the banner's figure. Fifteen listings sat at 3% or less and eight at exactly 0%. The zero group is where all the evidence is: a whey rated 4.4 by 4,000 people, another 4.4 by 3,696, a third 4.3 by 937 — all at exactly MRP. Meanwhile the two deepest badges, 56% and 55%, sit on products rated by 120 people and seven. Divide by the weight in the name and the badges invert: four pack sizes of one whey run 0%, 11%, 11% and 12% off at Rs. 4,340, 4,595, 4,899 and 5,352 a kilo.