Flipkart's water geyser shelf read on 27 October 2026: 71 listings, Rs. 898 to Rs. 7,999. Every listing states its tank capacity and none states a price per litre. Divide and the shelf runs Rs. 129 to Rs. 1,886 a litre - a 14.6x spread against an 8.9x spread in sticker price. The cheapest tile, an Rs. 898 one-litre unit, carries the deepest badge in the read (69%) and sells the second-dearest water; the dearest tile, Rs. 7,999 for 25 litres, is cheaper per litre than 40 of the 71. Four rating pools are shared across capacities - one range reports 17,906 ratings on its 10 L, 15 L and 25 L alike - and in every shared pair the bigger tank is the cheaper litre. One 10-litre unit is listed twice, at Rs. 2,899 and Rs. 2,999, with the same MRP, rating count and photograph. Nothing was bought or installed.

We read three Flipkart kitchen aisles within the same few minutes on 27 October 2026 - 61 roti makers, 57 rice cookers, 48 sandwich makers, with the price, stated MRP, badge and rating count Flipkart's own data publishes on each. Not one roti maker listing has reached 1,000 ratings; the highest in the aisle is 399. Next door, 22 rice cookers and 16 sandwich makers are above 1,000, topping out at 41,754 and 100,875. 25 of the 61 roti makers publish no rating at all and 31 of the rated ones are under 50. The least-evidenced aisle carries the deepest discounts - a 54% median badge against 38% on rice cookers - and it is the only one of the three without household brands at the top. Flipkart's own roti maker results also include oil strainers and marble chaklas. Nothing was bought or tested.

Flipkart's extension board shelf read on 27 October 2026: 71 listings, Rs. 119 to Rs. 891. All 71 state a socket count in the title and not one states a price per socket. Divide and the shelf runs Rs. 14 to Rs. 339 a socket - a 24x spread against a 7.5x spread in sticker price, median Rs. 68. All eight of the cheapest listings per socket have eight sockets or more; all eight of the dearest have three or fewer. The badge does not track the rate: a Rs. 169 ten-socket board badged 83% is Rs. 17 a socket, while a Rs. 410 two-socket board badged 79% is Rs. 205 - four badge points apart, twelve times the rate. The socket count is written four different ways across the shelf, and 9 of the 71 publish no rating at all. Nothing was bought or plugged in.

We read three unrelated Flipkart sports aisles within the same few minutes on 27 October 2026 - 60 cricket bats, 64 skipping ropes, 49 resistance bands. Median discount badge: 76%, 76% and 77%. Across all 178 listings the median is 76% and 98 are badged 75% or more; the median stated MRP multiple is 4.1x, 4.2x and 4.3x, and 94 listings claim an MRP above four times their price. The deepest badge in the read, 92%, is on a Rs. 62 rope; the shallowest, 7%, on a branded jump rope - and the only Kashmir willow bat carries 25% while a Rs. 202 plastic bat carries 91%. One brand lists resistance bands at four prices 2.3 times apart, all badged 88%, all reporting the same 29,598 ratings. Nothing was bought or used.

Flipkart's hair dryer, straightener and hair-removal shelves read on 27 October 2026 - 175 listings in one session. Six of them are from one seller at exactly Rs. 1,898 against exactly Rs. 3,499, all badged 46%, and not one publishes a rating; the titles differ only in adjectives. The MRP column is five round rungs: Rs. 999 is claimed by 18 listings selling Rs. 186 to Rs. 779 and producing 16 different badges from 22% to 81%. Across aisles, hair removal carries the deepest median badge (68% against 50% and 47%) and by far the thinnest evidence - a median 109 ratings against 1,805 for dryers. One brand alone holds 21 of the 175 listings, at Rs. 544 to Rs. 2,199 and badges from 16% to 72%. Nothing was bought or used.

Myntra's men's kurta and kurta-set shelf read on 27 October 2026: 68 listings, prices Rs. 400 to Rs. 2,299, badges 52% to 85%. 14 of the 68 carry exactly 65% off, every one of them from just two brands, and not one of the 14 publishes a rating. One brand holds 65% across three prices (Rs. 2,299, Rs. 2,199, Rs. 2,099); the other repeats Rs. 699 against Rs. 1,999 six times. Four pairs of listings from a third brand report identical rating counts - 768, 533, 3,073 and 74 - the ordinary signature of one product listed twice, because ratings pool at the product and not the tile. 22 of the 68 state an MRP more than four times their price, the largest Rs. 10,449 on a Rs. 1,671 kurta, and the 52% listing costs Rs. 205 more than the 85% one. Nothing was bought or worn.

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.