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.

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.

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.

Reliance Digital sells the resQ Care Plan next to almost every appliance it stocks, and publishes the full terms on its own site. We read them on 26 October 2026. If a repair would cost more than 75% of the sum insured, the plan stops repairing and starts settling - at a percentage that falls every year. For a TV, fridge, AC, washer or a laptop invoiced over Rs. 10,000 it runs 80% in year two down to 20% in year six; for small appliances and laptops invoiced under Rs. 10,000, 50% down to 5%. The settlement is paid "only in the form of Electronic Gift Voucher or Store Credit", the device "shall become property of Reliance", and the cover then ends. The sum insured never restores, cancellation closes after 7 days, and physical, accidental and liquid damage are excluded. Nothing was purchased.

We priced the same three searches - room heater, electric kettle, men's thermal wear - on Amazon and Flipkart within one hour on 26 October 2026: 62 Amazon listings and 191 Flipkart listings, with eight models appearing on both. On the Crompton Comfort Neo both stores claim the same Rs. 2,400 list price; Flipkart charges Rs. 1,385 (42% off) and Amazon Rs. 1,790 (25% off). On the AGARO Elegant kettle, same Rs. 1,999 claim, Amazon charges Rs. 899 and Flipkart Rs. 1,209. The XECH mini kettle is a 6% badge on Amazon and a 60% badge on Flipkart for a Rs. 57 price difference, because the two stated MRPs differ by Rs. 1,500. Amazon publishes a rating on every listing; Flipkart leaves 47 of 66 thermal listings unrated. Nothing was bought.

What Reliance Digital charges after the sale, from its own pages on 26 October 2026. AC installation is priced by brand: a window unit is Rs. 531 for Kelvinator and BPL and Rs. 590 for everyone else; a split AC is Rs. 1,415 for the main brand list, Rs. 1,593 for HISENSE and Rs. 1,770 for Samsung and TCL - Rs. 355 more for the same standard job. Anything outside the published activity table is "NON-STANDARD" and chargeable, extra materials are billed separately, and core cutting and society permissions are the customer's. Same-day delivery has a 2 PM cut-off and a Pick at Store order uncollected for 48 hours is auto cancelled. The free two-year laptop warranty starts only when the brand warranty ends and cannot be combined with any OEM offer. Nothing was purchased.

We read HP's own India store printer and monitor listing pages on 26 October 2026 - 12 tiles each, every one with the selling price and strike-through price HP publishes. The printer aisle is discounted three times as deeply as the monitor aisle: printers a median 30% off, all 12 marked down, seven of them at 30% or more; monitors a median 10%, five of them under 10%, one with no strike-through at all. The two deepest cuts in the read are both mono LaserJets - Rs. 23,999 against Rs. 56,704 (58%) and Rs. 24,885 against Rs. 57,907 (57%) - and nothing else of the 24 reaches 50%. The shallowest is a 49-inch conferencing monitor at Rs. 1,37,000 against Rs. 1,39,940, or Rs. 2,940 off. Both aisles cover the same price range, and neither publishes a single rating. Nothing was bought.

Flipkart's immersion rod shelf read on 26 October 2026: 39 rods that state a wattage, priced Rs. 232 to Rs. 1,390. Divided by that stated wattage, the shelf runs Rs. 0.13 to Rs. 1.39 a watt - a 10.9x spread. The 2,000 W rods are the cheap ones: median Rs. 284 against Rs. 444 for the 1,500 W group, and every 2,000 W rod in the read is cheaper per watt than every 1,000 W rod. One brand sells 1,000 W and 2,000 W at exactly the same Rs. 286. The dearest tile on the shelf, at Rs. 1,390, is also the least powerful. Rating counts run zero to 71,896, and the deepest pool sits on a rod costing 3.1 times the cheapest per-watt rate. Four titles state two different wattages. Nothing here is a safety check; nothing was bought or plugged in.

Myntra's muffler, glove and cap shelves read on 26 October 2026: 96 listings, 32 per shelf, Rs. 199 to Rs. 52,790, median Rs. 576 at a 50% badge. ATLASEASE appears four times under one identical title against one stated MRP of Rs. 2,199 - three tiles at Rs. 999 badged 55%, one at Rs. 2,199 badged 0%, and no tile mentions the others. Fourteen of the 32 glove listings are gym, bike, riding, cycling or manicure gloves, and the shelf's best-reviewed product is a summer cycling sleeve. Eleven of the 32 cap listings are sun hats or baseball caps. Fifty-seven of the 96 listings publish no rating at all, the stated MRP runs a median 2.0x the price and reaches 5.5x, and twelve listings - including the two best-reviewed items in the read - advertise no discount. Nothing was bought or worn.

Flipkart's "hoodie men" and "sweatshirt women" results read on 26 October 2026: 129 listings, Rs. 220 to Rs. 2,469, median Rs. 399 at a 73% badge. Nine listings sell at exactly Rs. 398 - eight of them badged 79% against a stated MRP of Rs. 1,899, under four different seller names, the ninth badged 60% against Rs. 999. Twenty-two stated MRPs cover all 129 listings, and inside a single one the badge is just the price restated: the Rs. 999 group runs Rs. 283 to Rs. 628 and 37% to 72%. The deepest badge in the read, 87%, is on a Rs. 328 sweatshirt claiming Rs. 2,499. And not one of the 129 listings publishes a star average or a rating count, while the same scraper returned ratings on 189 of 287 grocery tiles the same morning. Nothing was bought or worn.