AJIO's flip-flop and slipper shelf read on 28 October 2026: 85 listings, Rs. 159 to Rs. 1,799, median Rs. 561. Five of them sell inside a Rs. 99 band - Rs. 600 to Rs. 699 - and their badges are 86%, 70%, 60%, 34% and 30%, because the five sellers stated reference prices between Rs. 799 and Rs. 4,599. The size of the claim tracks how widely the label is known, and it runs the wrong way: RED TAPE claims a median 7.14x its own price across 19 listings and never badges below 80%, while Bata runs 1.82x, Puma 2.00x and Jack & Jones 1.43x. 22 of the 85 state an MRP of four times the price or more, the largest Rs. 4,599 on a Rs. 644 flip-flop. Two product names each appear twice at two different prices under one stated MRP. Not one of the 85 publishes a rating. Nothing was bought or worn.

Amazon's aquarium shelf read on 28 October 2026: 27 listings, Rs. 142 to Rs. 1,098, median Rs. 350. 22 of the 27 are filters, pumps, air stones or media — exactly one is a fish tank. Ten state a flow rate and none states a rate per litre: divide, and they run Rs. 30.57 to Rs. 140 per 100 litres an hour — and the ranking inverts. The Rs. 1,098 filter moves water at Rs. 73.20; the Rs. 350 one at Rs. 140. The ratings on this shelf sit well below the neighbouring aisles: star averages 3.2 to 5.0, median 4.0, with 12 of 27 below 4.0, against the 4.2 to 4.4 typical of neighbouring aisles. The 74% top badge has 9 ratings behind it and the only 5.0 average has 2. One seller holds 9 of the 27 listings. Nothing was bought, filled or run.

Amazon's mouse, mousepad and webcam shelf read on 28 October 2026: 48 listings, Rs. 85 to Rs. 13,056, median Rs. 894. Four stated MRPs in the read cannot be right, and all four are mousepads — a Rs. 79 mat claims Rs. 1,299, which is 16.4 times, and two Rs. 109 mats claim Rs. 999. No mouse or webcam at any price exceeds 5.2x. By brand, Redragon badges a median 28% at 1.41x and Logitech 30% at 1.44x, against ZEBRONICS at 70% and 3.36x and Sounce at 64% and 3.03x. Unusually, the deep badges here are not thinly evidenced: the 94% mousepad carries 17,617 ratings at 4.4 stars, median rating count across the shelf is 2,336, and no listing has under 50. Nothing was bought or used.

Amazon's baby bottle and sipper shelf read on 28 October 2026: 41 listings, Rs. 137 to Rs. 1,310, median Rs. 369. Not one states an MRP more than 2.07 times its selling price, and none claims four times or more — on three other Amazon shelves read the same morning, six listings claimed exactly one hundred times. The median badge here is just 17% and the deepest on the whole shelf is 52%. Philips Avent discounts least: 15 listings at median badges of 9% and 3%, including a Rs. 1,310 bottle badged 0% against a stated Rs. 1,315. LuvLap runs 18%, BAYBEE 25%, BEEBABY 31%. The evidence is the best of any shelf read this month — median 1,638 ratings, only one listing under 50. Nothing was bought, sterilised or used.

Amazon's hand tool shelf read on 28 October 2026: 58 listings, Rs. 123 to Rs. 7,099, median Rs. 319. The trade names barely discount and the unknown names badge seventy per cent. Taparia's nine listings run badges of 3% to 31%, median 6%, at a median stated MRP of just 1.07 times their own price; Stanley runs 20% at 1.25x and Bosch 41% at 1.71x. Against that Dyazo badges a median 71% at 3.49x, with Themisto, RAMEX and Portronics all at 68%. Three stated MRPs are exact round multiples of the price: a Rs. 193 screwdriver set claims Rs. 19,300 — one hundred times — a Rs. 217 cutter claims Rs. 21,700, and a Rs. 180 plier combo claims Rs. 9,000. All three are excluded from every figure here. Nothing was bought or used.

A living tracker of Udemy's 2026 sale cadence: platform promos fire two-to-three times a month at the Rs. 449-699 floor, a back-to-school window is expected 25 Aug-5 Sep, and Black Friday in late November brings the annual catalogue-wide floor. Explains when full price is ever worth paying, Personal Plan vs sale-priced ownership, and coupon-stacking rules. Re-verified weekly.

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.