We read Croma's own search API on July 28, 2026 across air conditioners, washing machines, refrigerators and microwaves and collected 84 in-stock discounted listings, 21 per category. The headline finding is a non-finding that turns out to be useful: Croma's own-label appliances averaged 24.4% off across 25 listings while everything else averaged 24.7% across 59 — no meaningful difference — but the own-label median price was Rs. 12,790 against Rs. 22,990 for the branded listings. The house brand's proposition is a lower price at the same discount, which means anyone shopping by percentage will walk straight past it. Air conditioners were the most discounted category at 30.5%, against 23.6% for refrigerators, 23.1% for washing machines and 21.3% for microwaves, which is what the tail of a cooling season looks like. We also print two 1.5-ton splits at an identical Rs. 38,990 carrying badges of 42% and 29%.

We read Reliance Digital's own product listings on July 28, 2026 across earbuds, televisions and laptops and collected 35 in-stock discounted products — and the discount falls in a straight line as the purchase gets bigger. Earbuds averaged 49.9% off across twelve listings, televisions 42.4% across eleven and laptops 23.8% across twelve. The deepest badge in the pull was 85%, on a Rs. 899 pair of earbuds; the shallowest was 2%, on a Rs. 51,490 laptop that happens to carry the best specification on the page. The same gradient repeats inside the television category, from 55% on a Rs. 14,399 set down to 35% on a Rs. 70,990 one. Our explanation, offered as inference: a laptop is cross-shopped across four retailers and a dozen review sites, so an inflated reference price gets caught, while nobody checks what a Rs. 899 accessory used to cost. The discipline comes from the buyer, not the retailer.

We read 208 bags, watches, sunglasses and backpacks from AJIO's own search API on July 28, and the discount badge turned out to measure something other than the bargain. It measures how much freedom a brand has to set its own reference price. All ten VOYAGE sunglasses in our pull carry a stated MRP of exactly Rs. 3,000, whatever the shape — so as the selling price climbs from Rs. 660 to Rs. 1,470 the badge falls from 78% to 51% without a single fact about the glasses changing. Eleven of RIO's twelve bags sit at precisely 70% off against seven different MRPs, and all four NETPLAY backpacks do too: a pricing rule, not a sale, which means none of it expires. At the other end, the brands with their own Indian shops cannot do this. Titan, Fastrack, Puma, Decathlon and Wildcraft read 40%, 32%, 20% and 3%, because the reference price is on a tag in a store around the corner. Our 21 picks are chosen on litres, lenses and rupees. Prices read from ajio.com on July 28, 2026.

We read 264 in-stock products from Nykaa Fashion's own category API on July 28, across both the women's and men's trees, and the discount badge turned out to follow one rule with no exceptions: it climbs with the stated MRP. Products listed under Rs. 1,000 averaged 26.4% off. Between Rs. 1,000 and Rs. 1,999, 40.0%. Between Rs. 2,000 and Rs. 3,499, 48.1%. Between Rs. 3,500 and Rs. 5,999, 50.9%. Above Rs. 6,000, 51.3%. Five bands, five steps, in perfect order. Meanwhile the price you actually pay barely moves — the median across the whole pull was Rs. 1,140, and doubling the stated MRP shifts the real median by a few hundred rupees. Chapter Three sets four products within Rs. 89 of each other whose badges read 74%, 71%, 50% and 34%. Repeating reference prices are everywhere: six PIMU dresses at Rs. 800 against Rs. 3,999, five Jack and Jones tees at Rs. 600 against Rs. 1,499, eight Indian Garage Co shirts at exactly 65%. Prices read July 28, 2026.

We read 100 products from Bewakoof's own page data on July 28, across six category paths, and found a store with 25 prices. Six of them — Rs. 799, Rs. 499, Rs. 999, Rs. 599, Rs. 649 and Rs. 699 — cover 55% of the catalogue, and twelve cover 82%. Bewakoof does not price products individually; it puts them on shelves. Which means the badge cannot be produced by cutting a price, because the price was decided first. It has to come from the number chosen above it, and the data shows exactly that: seventeen products in our pull cost exactly Rs. 799, their MRPs run from Rs. 899 to Rs. 2,499, and their badges run from 11% to 68%. Fifty-seven percentage points of spread across items that take the identical amount from your account. The Rs. 499 shelf does the same across eleven products, and five sneakers share Rs. 2,599 against MRPs from Rs. 5,699 to Rs. 7,199. The ratings do not help either: all 100 fall between 4.4 and 4.9, so we ranked on counts instead. Prices read July 28, 2026.

We read 207 kurta sets, sarees, lehengas and men's kurtas from AJIO's own search API on July 28, and on these racks the discount badge cannot help you. The mean discount was 74.4% on women's kurta sets, 73.8% on sarees, 67.2% on ethnic dresses, 66.0% on men's kurtas and 63.7% on lehengas — so almost every listing sits within a few points of every other, and sorting by discount is close to sorting at random. What does separate them is how many garments arrive in the parcel. A three-piece SVARAA set at Rs. 499 works out at Rs. 166 a garment. A two-piece Nyrika set at Rs. 450, carrying a bigger badge of 90% against 89%, works out at Rs. 225. Across our nine kurta sets the per-garment prices form a clean ladder from Rs. 119 to Rs. 230 while the badges beside them jump between 65% and 90% in no order at all. The same logic runs through sarees, where a blouse piece is worth more than 26 badge points, and lehengas, where a missing dupatta costs Rs. 500 to Rs. 1,500 to replace.

We read 227 sale products across five Marks & Spencer India sale categories on July 28, and 186 of them are at exactly 60% off. Another five sit at 59% or 61% purely because their round rupee prices round a point either way. So the badge cannot rank anything, and the useful question becomes what escaped the wall — because 36 products did, and when you read what they are the pattern is immediate. The 30% and 20% shelves are almost entirely newborn multipacks and structured or extended-size lingerie: three-packs of bodysuits, sleepsuits and rompers sized from six and a half pounds, wired bras across A-E, and F-H and F-J cup ranges. These are things bought because a baby exists or because a size is hard to find anywhere else, and they do not need a discount to sell. One comparison makes it concrete: a cotton tee for a four-year-old is Rs. 400 at 60% off, and a smaller one for a newborn is Rs. 559 at 30%.

We pulled Libas's own product feed on July 28, 2026 — 64 in-stock rows with images, every one of them discounted — and shortlisted 45 candidates, of which twenty carry an identical stated MRP of Rs. 3,299. Those twenty sell anywhere from Rs. 679 to Rs. 1,399, a 2.06x spread behind a single reference number, and they include straight kurta sets, an anarkali and several fabrics. At that point the MRP has stopped describing any individual garment and become a merchandising shelf, which has a concrete consequence: two Libas products at an identical Rs. 1,399 carry badges of 65% and 58% purely because they were filed on tiers Rs. 700 apart. The categories with credible reference prices show the smallest discounts — a Rs. 999 kurti at 50%, Rs. 1,499 trousers at 46%, a Rs. 1,499 night suit at 20%. We picked 21 garments across every tier and read the fabric words, which are what actually differ.

We read AJIO's own search API on July 28, 2026 across men's t-shirts, jeans and fragrance and collected 127 in-stock discounted listings — and the badges split by category in a way that is hard to unsee. T-shirts averaged 70.3% off across 43 listings and jeans 68.7% across 40, while fragrance averaged 43.9% across 44. That is a twenty-six-point gap between two aisles of the same shop on the same day. What separates them, in our reading, is whether a customer can check the price. A bottle of Wild Stone or Lattafa is an identical branded product sold by many sellers and verifiable in thirty seconds; a t-shirt from a label that exists only on marketplace listing pages is comparable to nothing, so its MRP is untestable. The picks run from a Rs. 100 t-shirt at 75% off to a Rs. 4,125 imported fragrance at 25%, and include a Max tee at 13% — the smallest badge here, from the retailer whose prices are already low.

We read Nykaa Fashion's own menswear category API on July 28, 2026 and collected 75 in-stock discounted listings, averaging 46.5% off across a range from 11% to 68% — and grouping them by brand rather than by category is where the structure appears. The Indian Garage Co's four listings are all at exactly 65% off; Broadstar's four are all at exactly 60%. Against those, U.S. Polo Assn.'s eleven listings run 11, 12, 33, 33, 33, 34, 35, 35, 36, 38 and 38 percent, Jack and Jones's nine run from 25% to 60%, and Louis Philippe's four from 21% to 34%. Emerging labels set a single house discount rate for everything they sell. Established brands price product by product, and what moves the number inside a brand is category and cycle — apparel clears, footwear does not, and innerwear barely moves at all. Two global sportswear brands on the same shelf show 15% and 42%.

We read Bewakoof's own listing data on July 28, 2026 across men's and women's clothing and collected 40 in-stock discounted products, each carrying a real customer rating with its count. Every single one is rated between 4.4 and 4.9, with 26 of the 40 at 4.5 or 4.6 — a half-star spread across an entire shelf. Meanwhile the badges run from 27% to 71% and the price of a graphic t-shirt barely moves from Rs. 499: four tees at exactly that price carry badges of 71%, 67%, 62% and 55%, because their listings carry MRPs from Rs. 749 to Rs. 1,899 for broadly the same garment. So the score cannot choose for you and neither can the percentage. What can is the rating count, which ranges from 33 to 848 and measures popularity rather than quality, and two structural facts we found: a licensed character print carries a royalty floor, and an all-over print is a more expensive process — which is why those sit at 38% and 27%.

We read 158 adidas India products across running, kids, cricket, football and sandals from the brand's own content-engine API on July 28, and adidas turned out not to run a sale at all. It runs a shelf. Thirty-five of the 158 carried any discount, and which aisle you stand in decides whether one exists: nine of ten sandals are cut, fourteen of thirty-three cricket products, six of thirty-one football products, and zero of forty-four running shoes. Not one runner, at any price. Within the discounted set the percentage takes exactly three values — 50%, 40% and 30% — with nothing in between, so it is a rung assignment rather than a measure of keenness. What decides the rung is the collection and above all the season code: every 25/26 club jersey is at 30% off and every 26/27 one is at full price, both listing at Rs. 6,599, which makes a sponsor-panel revision worth Rs. 1,979. Archive reissues sit at 40%. We ranked inside the rungs by rating count. Prices read July 28, 2026.

We pulled Neeman's own product feed on July 28, 2026 and found 646 in-stock rows with images, 587 of them discounted — but with a median badge of 35% and nothing above 72%, which makes this one of the more restrained shelves in Indian direct-to-consumer footwear. The interesting part is where the discount goes. Sneakers, the product the brand built its name on, average 31.6% off across 243 models, the shallowest category in the catalogue. Slip-ons sit at 33.8%, loafers at 41.5%, flip-flops at 42.7% and slides at 48.9% — seventeen points above the sneakers. Our reading is that a brand cuts hardest where its product is least distinguishable from an unbranded one and least where a customer is specifically asking for it, which makes the badge a confidence signal rather than a saving. We picked 21 shoes across every category, one colourway per model, and printed the three sneakers that sell for an identical Rs. 1,099 behind three different badges.

We read adidas India's own listing API on July 28, 2026 and found 94 in-stock products, 44 of them discounted — and every one of those 44 discounts landed on exactly 50%, 40% or 30%. Nothing in between exists: no 45%, no 35%, no 28%. Twenty-six sat at 50%, nine at 40% and nine at 30%, which makes this a tiered clearance system where the badge marks which shelf a product is on rather than what it is worth. So we read the ratings instead, and the pattern is consistent: the 50% tier is full of models most people could not name, while the 30% tier holds Samba, Firebird, Dropset and the current club jerseys, including the best-evidenced product in the article at 2,000 ratings. We also found two models listed in two tiers at once — the Pomazor at Rs. 1,800 and Rs. 2,160, the Basenew at Rs. 2,150 and Rs. 2,580.

We read 116 discounted fragrance listings from Beardo's own feed on July 28, out of 250 products, and converted the whole shelf into one currency: rupees per millilitre. It spans Rs. 0.83 to Rs. 18.30, a factor of twenty-two, and bottle size explains nearly all of it. A four-bottle combo works out at Rs. 5.00 a ml, a 100 ml single at Rs. 6.99, a 50 ml at Rs. 9.98 and a 30 ml elixir at Rs. 18.30 — and the same elixir in a 100 ml bottle is Rs. 12.00, so buying a third of the volume costs 52% more per millilitre. Halving a bottle from 100 ml to 50 ml costs 43% more, and the 50 ml frequently carries the larger badge of the two, which is the most expensive misreading available on this shelf. The badge does broadly agree with value here, unusually, because Beardo discounts volume — but it breaks inside every chapter: four bottles at one price carry badges of 53%, 53%, 53% and 42%. We have kept body spray, eau de parfum and extrait in separate chapters, since their concentrations differ.