An identical rating count on two listings is the duplicate-listing fingerprint, and this shelf is full of them. We read 53 Myntra nightwear listings on 17 October 2026, and twenty of them sit inside six shared rating pools — five tiles all publishing 4.26 stars from 21,875 ratings, five more all publishing 4.33 stars from 22,434, three at 2,059 and so on. Inside the 21,875 pool, four tiles sell at Rs. 399 against a stated Rs. 1,999 and one at Rs. 389 against a stated Rs. 2,999 — same evidence, a thousand rupees of difference in the claim. Prices run Rs. 319 to Rs. 1,359, badges 0% to 87%, and four listings publish no rating at all.

On a large part of this shelf the discount is arithmetic. We read 234 AJIO kurta-set listings on 17 October 2026, and every one of the 24 badged exactly 49% prices at the stated MRP times 0.51, cut to the rupee — Rs. 999 becomes Rs. 509, Rs. 1,499 becomes Rs. 764, Rs. 1,999 becomes Rs. 1,019. One house supplies 21 of them and eleven of its listings sell at exactly Rs. 509 against exactly Rs. 999. Elsewhere, fourteen listings from four unrelated houses state the identical Rs. 4,345 while selling Rs. 652 to Rs. 1,068. 161 of the 234 tiles sell under Rs. 1,000, badges run 15% to 90%, and not one listing publishes a rating.

Two sites, one category, one morning. We read 53 Myntra and 190 AJIO women's nightwear listings on 17 October 2026. At the shelf level they are level: median Rs. 524 against Rs. 538. Hold the brand still and it flips — ICHAA is 21% cheaper on Myntra (median Rs. 379 vs Rs. 479) while MAX and Marks & Spencer are cheaper on AJIO. And the same ICHAA sets state Rs. 1,999 on Myntra against Rs. 5,970 on AJIO while selling within twenty rupees of each other. 49 of Myntra's 53 listings publish a rating count; 0 of AJIO's 190 do.

The phrase 'room air purifier' covers Rs. 449 and Rs. 29,900 on this shelf. We read 94 distinct Flipkart listings on 17 October 2026 across two queries. Five separate sellers list USB mist devices at Rs. 439–449 against an identical stated MRP of Rs. 4,490, every one badged 90%, and not one publishes a single rating — two of the five even share a photograph byte for byte. Higher up, five models from one house, Rs. 6,990 to Rs. 19,989, all publish 4.2 stars from the same 1,825 ratings, and the two shallowest badges in the read, 10% and 8%, sit on the best-known machines. No claim here about filtration, air quality or health.

Same wattage, same cap, 3.4 times the money. We read 70 Amazon LED listings on 17 October 2026, and the seven plain single 9-watt bulbs in them sell from Rs. 42 to Rs. 142. The Rs. 42 tile advertises 77% off a stated Rs. 179; the Rs. 142 tile advertises 5% off a stated Rs. 150 — the cheaper bulb claims the higher list price, which is the whole reason its badge is deeper. A pack of six works out at Rs. 84.17 a bulb against a claimed Rs. 500 a bulb. Above that, sensors cost 3.8x a plain 9W and rechargeable cells up to 14.3x, and the tile with the largest rating pool on the shelf — 35,842 ratings — carries one of the shallowest badges on it.

A sixth of this shelf is the same garment listed again. We read 64 Myntra tiles on 17 October 2026, 32 shirts and 32 blazers, and sixteen of them are five products repeated: five identical tiles at Rs. 451 with no rating on any copy, four at Rs. 626 of which three publish the same 19,208 ratings, three at Rs. 4,224 none of them rated. Two shirts from one house sell at the identical Rs. 459 and are badged 71% and 77%, because they state different MRPs. And the cheapest tile here, Rs. 447, carries 232,259 ratings — more than all 32 blazers put together. No stated MRP is called false.

Two sites, one category, one morning. We read 80 AJIO and 32 Myntra men's formal shirt listings on 17 October 2026. AJIO is cheaper throughout — floor Rs. 120 against Rs. 447, median Rs. 562.50 against Rs. 637.50 — and its median badge is 70% against 64%. But not one of AJIO's 80 listings publishes a star average or a rating count, while 24 of Myntra's 32 do, the deepest carrying 232,259. The one brand on both shelves states an identical Rs. 2,088 MRP and sells Rs. 41 apart. And on both sites the deepest badges sit on the least-known houses.

Two shelves, one category, one morning. We read 36 Nykaa and 33 Amazon hand cream and body lotion listings on 17 October 2026. Three products appear on both under the same name — and for each one Amazon states a list price roughly twice Nykaa's: Rs. 940 against Rs. 445, Rs. 640 against Rs. 275, Rs. 580 against Rs. 249. The selling prices are never more than Rs. 119 apart, and the cheaper site flips between them. Twenty of Amazon's 33 tiles sit at exactly 70% or 50% off, priced as exact fractions of their stated MRP; not one Nykaa tile does. Sizes are printed on Amazon's names and not on Nykaa's.

The badge on this shelf tracks whether you have heard of the seller. We read 87 Amazon stationery listings on 17 October 2026. The 25 from nine recognised houses — Doms, Apsara, Camlin, Faber-Castell, Classmate, Nataraj, Staedtler, Reynolds, Maped — run a median badge of 15% and never pass 40%, at a median price of Rs. 142. The other 61 listings run a median 67% at a median Rs. 260. Held to one product, five geometry boxes at Rs. 122 to Rs. 377 carry badges of 13%, 35%, 40%, 52% and 71% — the claim climbs with the price. One Rs. 170 box states Rs. 17,000 and is excluded here as a probable decimal error.

We read three unrelated Amazon shelves on 17 October 2026 — 70 LED bulb, 87 stationery and 33 hand cream listings — to ask what the discount badge tells you. Tiles badged 70% or deeper had a median price of Rs. 190 and a stated MRP 4.23 times their price; tiles badged 30% or less had a median of Rs. 299 at 1.17 times. The deeper badge marks a cheaper item with a bigger claim, not a bigger saving. On the beauty shelf, 20 of 33 tiles priced at an exact fraction of their stated MRP; on the other two, one each. And the tidy idea that deep badges sit on thin evidence did not survive the full 190.

We read the offers payload behind abhibus.com/bus-ticket-offers on 17 October 2026 — 34 cards, 26 with a code — and pulled every cap out of the terms text. Not one percentage offer is uncapped. Divide the cap by the rate and you get the fare where the headline stops: RJ100's 50% off is 50% up to Rs. 100, so it stops at a Rs. 200 fare; OSRTC's 20% stops at Rs. 375; ROYAL30's 30% at Rs. 833. The big number on a card is usually a discount cap plus a cashback cap — ABHIFIRST's 'Rs. 500 off' is Rs. 150 off, Rs. 225 of wallet credit and a prize draw. And existing users get a different offer under the same code.

The product price is not the whole price. We read the published delivery policies of eight Indian D2C brands on 17 October 2026. Free-shipping thresholds run Rs. 399 to Rs. 999 — a 2.5x spread — and three of the eight publish no usable number at all, including one whose policy says free shipping applies above "a minimum order amount, which is notified from time to time". COD costs extra everywhere it is priced: Rs. 45, Rs. 69, Rs. 70, Rs. 99. And one brand publishes three different COD schedules on its own site at the same time. All quoted verbatim. Not legal advice; your cart total prevails.

Near the end of most terms of service is a sentence naming the one city where a dispute can be heard. We read eight Indian D2C brands' published terms on 17 October 2026. Four name a forum — Minimalist names Jaipur, Plum Thane, Mamaearth the laws of the state of Delhi, Bombay Shaving Company Delhi and New Delhi in two clauses. Four name none. And one provides for "arbitration in Thane ... by a single arbitrator appointed by us", with "each party ... to bear its own cost". Quoted verbatim. Not legal advice.

Eleven of these scales advertise a saving off the same number. We read 165 Flipkart tiles on 17 October 2026, 63 of them weighing scales, and eleven state an MRP of exactly Rs. 999 — eleven different products from eleven sellers. They sell at Rs. 235 to Rs. 488, so their badges run 76% down to 51% while the only thing that changes is the price. Across the whole shelf badges run 2% to 89% against prices of Rs. 178 to Rs. 1,997, the deepest badge sits on the second-cheapest tile, and eleven listings publish no rating at all. Nothing here says a stated MRP is false — only that one figure is doing a lot of work.

On this shelf the house with the most buyers advertises no discount at all. We read 96 Myntra listings on 16 October 2026, 62 of them men's innerwear, and every one of the nine Jockey tiles states an MRP equal to its own selling price and is badged 0% — while carrying the deepest rating pools on the shelf, up to 56,271. Another house averages a 78.5% badge off a stated MRP 4.71 times its price, on a median of 271 ratings. Per piece the shelf runs Rs. 95.00 to Rs. 2,654.00, the multipack is not reliably cheaper, and one three-pack appears at Rs. 1,799 and Rs. 2,499 under one name and one rating pool.