AJIO's sweatshirt and hoodie shelf read on 27 October 2026: 80 listings, Rs. 180 to Rs. 1,499, badges 17% to 88%. Those 80 listings carry 53 different selling prices and only 21 different stated MRPs - and four of those MRPs cover 50 of the 80. Rs. 2,499 alone is claimed by 20 listings selling anywhere from Rs. 350 to Rs. 1,499, a 4.3x spread under one number, at badges from 40% to 86%. One brand runs six different prices under that single claim; the same Rs. 2,499 also sits under a Rs. 1,499 high-street-label sweatshirt. Rs. 1,999 covers 15 listings and Rs. 799 covers nine, both with the same structure. Not one of the 80 publishes a star average or a rating count. Nothing was bought or worn.

Myntra's women's nightwear and loungewear shelf read on 27 October 2026: 48 listings, Rs. 361 to Rs. 1,699, badges 0% to 84%. Grouped by brand, the size of the discount tracks the pricing convention rather than the deal. Marks & Spencer states a median MRP 1.9 times its price and shows 0% on two of its tiles; Van Heusen also 1.9x; SANSKRUTIHOMES 3.6x, Ichaa 4.2x and mad fury 6.4x at 84% off. That is not an obscurity effect - SANSKRUTIHOMES carries a median 22,957 ratings against Marks & Spencer's 281, so the labels claiming most are the ones buyers have bought most. Three listings publish no discount at all, two of them the dearest in the read, and four pairs of tiles share a rating count. Nothing was bought or worn.

Uniqlo India's catalogue read on 27 October 2026: 105 listings across men's, women's, kids' and baby lines, Rs. 490 to Rs. 9,990. There are only twelve prices in the entire read and every one of them ends in 90 - Rs. 490, 690, 990, 1,490, 1,990, 2,490, 2,990, 3,490, 3,990, 4,990, 5,990 and 9,990. Twenty listings sit on Rs. 1,990 alone. 72 of the 105 carry no struck-through price and no badge at all. Where there is a markdown it is a step down that same ladder - Rs. 1,490 to Rs. 990 on seven separate listings, badged 34% every time - so the percentage is arithmetic rather than a decision. The two deepest badges in the read, 43% and 33%, are both prices that skipped a rung. Only 32 listings are rated and the largest pool is 15. Nothing was bought or worn.

Amazon's Diwali sweet box and gift hamper shelf read on 27 October 2026: 36 listings, Rs. 99 to Rs. 2,915. 19 of them state a weight and none states a rate - divide, and the shelf runs Rs. 250 to Rs. 3,980 a kilo, a 15.9x spread. The cheapest kilo is a Rs. 400 box of a stated 1.6 kg; the dearest is a Rs. 199 set of a stated 50 g. The badge runs backwards: the five cheapest kilos are badged 14% to 26%, both 5% badges sit on listings above Rs. 1,700 a kilo, and the deepest badge in the read - 92% off a claimed Rs. 7,812 - is on a hamper with no stated weight at all. The 17 listings that publish no weight count items instead, and they hold the four deepest discounts on the shelf. Median rating count across the 36: just 67. Nothing was bought, opened or tasted.

Amazon's stationery shelf read on 27 October 2026: 49 notebook, sketch pen and colour pencil listings, Rs. 81 to Rs. 538. 22 of them state how many items are in the pack and none states a price per item - divide, and those 22 run Rs. 2.40 to Rs. 255 an item, a 106x spread against a 6.6x spread in sticker price. A Rs. 359 kit of 150 pieces is Rs. 2.40 each; a Rs. 255 notebook is Rs. 255. Seven listings claim the same Rs. 599 MRP while selling at Rs. 99 to Rs. 345, producing badges from 42% to 83% on one figure. The shelf is otherwise unusually sober: median badge 32%, and every one of the 49 publishes a rating, median count 813, with the four best-rated all badged under 30%. Nothing was bought or written with.

Flipkart's wall clock shelf read on 27 October 2026: 63 listings, Rs. 122 to Rs. 4,595, badges 8% to 89% at a median of 73%. Between them the tiles carry 483,082 published ratings - and seven of them hold 387,824, or 80% of the lot. All seven are from one brand, including a Rs. 489 clock with 188,890 ratings, more than the other 56 listings combined. Those seven also carry the shallowest badges on the shelf, 15% to 32%, so a discount sort buries them. The five listings badged 20% or less have a median 31,988 ratings; the 21 badged 80% or more run from 7 to 8,697. The dearest clock, at Rs. 4,595, is badged 8% and has 63 ratings, and two tiles are identical on every published figure. Nothing was bought or hung.

Tata CLiQ's men's belt and wallet shelf read on 27 October 2026: 140 listings, Rs. 369 to Rs. 5,669, badges 10% to 77%. On this shelf the discount badge is a house setting rather than a product fact. One brand has 18 listings in the read and every single one is badged exactly 55%, across a Rs. 315 price range. Another runs exactly 50% on all five of its listings. A third is 77% on seven of nine, a fourth 65% on seven of eight, a fifth 41% on eleven of thirteen. At the other end, the house holding the 10% floor also owns the two dearest listings in the read — the badge and the price move in opposite directions. 91 of the 140 carry a rating; the median count is 3 and the largest is 154. Nothing was bought or handled.

The same two queries run against both marketplaces within the same few minutes on 27 October 2026: 159 belt and wallet listings from AJIO, 140 from Tata CLiQ. AJIO is cheaper and badged harder - a median Rs. 693 at 58% off against Rs. 1,150 at 50%. Eleven brands appear on both shelves and AJIO is cheaper on eight of them, the widest badge gaps being Red Tape (80-85% against 70-77%) and Louis Philippe (41-60% against 11-41%). Calvin Klein is the exception - exactly 10% on both, with one wallet at an identical Rs. 4,139 against Rs. 4,599 on each shelf. Both retailers run one house at one fixed number: AJIO's own labels are 70% across 25 listings, Tata CLiQ's Benetton 55% across 18. AJIO publishes no rating on any of its 159; Tata CLiQ rates 91 of 140 with a median count of 3. Nothing was bought.

AbhiBus attaches a start date and an expiry date to every offer it publishes, and we read all of them on 27 October 2026 - 33 entries, 29 of them real dated offers. The median coupon has already been live for 375 days. Fifteen of the 29 have been running for over a year and seven for more than two. The oldest, HRTC, has been on the page since 18 May 2022 - four years and five months - and does not expire until 31 December 2026. Four of the seven oldest are state RTC codes. Only six offers expire on 31 October 2026, and they are the newest ones: private-operator codes and payment-app cashbacks added since August. Eleven codes carry expiry dates in 2027. Every date here is AbhiBus's own published figure. Nothing was booked.

Amazon's pet food shelf read on 27 October 2026: 58 listings, 36 of them dry food. 34 state a pack weight and none states a rate - divide, and dry food runs Rs. 110 to Rs. 1,813 a kilo, a 16.5x spread at a median of Rs. 252. Seven of the eight cheapest kilos are bags of 2.4 kg or more; every one of the eight dearest is 4 kg or smaller. The brand gap is five times wide - Royal Canin a median Rs. 997 a kilo against Pedigree's Rs. 230, Drools' Rs. 200 and Purepet's Rs. 150 - and dry cat food runs a median Rs. 1,080 a kilo against Rs. 225 for dry dog food. All 20 wet-food listings are excluded from the rate on purpose: their titles state a pouch weight and a pack count separately, and dividing by one pouch produces nonsense. Nothing was bought.

Amazon's household cleaning shelf read on 27 October 2026: 34 listings, Rs. 99 to Rs. 777. 12 state a volume and none states a rate - divide, and they run Rs. 45 to Rs. 2,370 a litre, a 53x spread against a 7.8x spread in sticker price. A Rs. 448 ten-litre dishwash concentrate is Rs. 45 a litre; a Rs. 474 air freshener is Rs. 2,370. Five stated MRPs on this shelf cannot be right: a Rs. 124 toilet cleaner claims Rs. 2,480 - exactly twenty times - a Rs. 199 spray claims Rs. 1,990, exactly ten times, and three Rs. 119 air fresheners claim Rs. 991. Exact round multiples are the signature of a decimal-point error, and the 88% to 95% badges they generate are the deepest on the shelf. With those five removed the badge runs 4% to 82%, median 50%. Nothing was bought or used.

Two watch shelves read within the same few minutes on 27 October 2026: 73 analog and fashion watches from Tata CLiQ's own search data, 27 smartwatches from Vijay Sales' own listing pages. Fastrack appears on both. Its five Tata CLiQ analog listings are badged exactly 30%, every one, at Rs. 1,750 to Rs. 3,006; its four Vijay Sales smartwatches are badged 50% to 75% at Rs. 1,699 to Rs. 1,999. Nearly the same money, up to 45 badge points apart - because the stated MRPs are Rs. 2,500-Rs. 4,295 against Rs. 3,995-Rs. 7,995. Above Rs. 20,000 both shelves stop discounting: all six Seikos are exactly 10%, all three Apple Watches exactly 7%, and every listing over Rs. 30,000 is 11% or less bar one. The deepest badge in either read is 78% on a Rs. 3,499 fashion watch. Vijay Sales publishes no ratings at all. Nothing was bought.

Nykaa's lipstick and kajal shelf read on 27 October 2026: 38 listings, Rs. 66 to Rs. 769, badges 3% to 50%. Every one of the 38 rates between 4.0 and 4.5 stars, across just six distinct values - eleven of them sit on exactly 4.3, and there is no 3.8 and no 4.7 anywhere in the read. The rating counts run 607 to 4,370,640, a 7,200x range, because Nykaa pools feedback across a product's whole shade family: two listings from one brand show 4.37 million and 9,378 while both rate 4.3. The discounts are shallow by the standards of the apparel shelves - median 20%, ceiling 50%, and at the bottom a 6% badge worth seven rupees. Nykaa's own label takes the three deepest badges here. Nothing was bought, opened or worn.

Beardo's own storefront read on 27 October 2026: 40 in-stock listings, Rs. 99 to Rs. 1,099, across just nine prices. Twenty-two of the 40 cost exactly Rs. 999 - and those twenty-two carry fourteen different stated MRPs, from Rs. 2,346 to Rs. 3,596, producing badges of 57%, 58%, 59%, 60%, 61%, 63%, 70%, 71% and 72%. The till price never moves; the percentage is a by-product of what each kit's contents add up to. Two sets in the read state Rs. 3,396 and Rs. 3,397 - one rupee apart, which is how a total behaves rather than a round reference price. Four listings cost Rs. 99 and span fifteen badge points. The one gift set that states its millilitres works out a paisa cheaper per ml than the singles. No listing in the read publishes a rating. Nothing was bought or opened.

37 Nykaa face serum and night cream listings read on 27 October 2026, and two brands turned up twice with the same serum in two sizes. Minimalist's 10% Vitamin C sits on one product page as a 20 ml at Rs. 477 and a 10 ml at Rs. 284 - and both listings show the identical 105,542 ratings and 4.3 stars. Plum's 10% Niacinamide sits on two separate pages as a 30 ml at Rs. 560 and a 10 ml at Rs. 212, and those show 148,533 and 7,794 ratings. So a Nykaa rating count is scoped to the page, not the product. In both pairs the small bottle is dearer per millilitre - Rs. 28.40 against Rs. 23.85, and Rs. 21.20 against Rs. 18.67 - while Plum badges both its sizes at exactly 15%. Shelf median badge: 15%. Nothing was bought or applied.