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Amazon Best Sellers Scraper: Rankings & Products

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from $1.49 / 1,000 products

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Amazon Best Sellers Scraper: Rankings & Products

Amazon Best Sellers Scraper: Rankings & Products

Amazon best sellers scraper for Best Sellers, New Releases, Movers & Shakers, Most Wished For and Gift Ideas: the top 100 ranks per category with title, ASIN, price, rating, reviews and full product details, on any marketplace. Scrape Amazon bestsellers and subcategories. No login.

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from $1.49 / 1,000 products

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DeepMine

DeepMine

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An Amazon best sellers scraper for every ranked list Amazon has: Best Sellers, New Releases, Movers & Shakers, Most Wished For and Gift Ideas, in any category and on any Amazon marketplace. Each list gives its top 100 products in rank order with title, ASIN, price, rating, reviews and image, plus the full product page if you want it (features, specs, every Best Sellers Rank, variants, seller, delivery, Prime, badges). Scrape Amazon bestsellers for a whole category tree with subcategories. No login, no cookies, no browser.

positiontitlepricestarsreviewsCountlistNameasin
1blink plus plan with monthly auto-renewal$11.994.4280,900ElectronicsB08JHCVHTY
2Apple AirPods Pro 3 Wireless Earbuds with Active Noise Cance…$179.004.416,114ElectronicsB0FQFB8FMG
3Amazon Fire TV Stick HD (newest model), free & live TV, Alex…$15.994.06,121ElectronicsB0DJGDC3BD
4Amazon Echo Dot (newest model) - Vibrant sounding speaker, D…$39.994.7200,587ElectronicsB09B8V1LZ3
5Apple AirTag (2nd Generation): Tracker for Keychain, Wallet,…$24.004.611,632ElectronicsB0GJTFXNRX

With πŸ“ Full product details on (the default), each row also carries the product page:

positiontitlebrandpriceisPrimebadgessellerNamedelivery
8Apple EarPods Headphones with USB-C Plug, Wired…Apple$19.00trueAmazon's ChoiceAmazon.comFREE delivery October 12 - 14 on orders shipped…

$1.99 per 1,000 products on the Starter plan ($2.35 Free, $1.69 Scale, $1.49 Business, Platinum and Diamond), and that price includes the full product page (brand, seller, delivery, Prime, badges, specs), not only the list. Seller offers, only if you turn them on: $0.75 per 1,000 offers. Ranking rows are free. The prefilled run (100 products: the top 100 Best Sellers in Electronics with full details, offers off) costs about $0.20 on Starter.

What you can scrape

  • Every chart: Best Sellers, New Releases, Movers & Shakers, Most Wished For and Gift Ideas, ranks 1-100.
  • Any category and marketplace: paste a list URL in its modern (amazon.com/zgbs/electronics) or older (amazon.com/gp/bestsellers/books) form, from amazon.com, .co.uk, .de, .fr, .it, .es, .ca, .co.jp, .in, .com.au and 13 more. Or type just the category (electronics, books/4) and pick the marketplace and chart.
  • Subcategories: with πŸ—‚οΈ Subcategory levels at 2, Electronics also gives Headphones, Camera & Photo and its other subcategories, each with its own top 100; 3 goes one level deeper. πŸ—‚οΈ Max lists caps how many lists the subcategories bring the run to.
  • Full product details (on by default, same price): description, features, specs, every Best Sellers Rank, images, variants, seller, delivery for your ZIP code, Prime, badges and Amazon's AI review summary. Off: only what the list shows, much faster.
  • Rankings across lists: a product that several lists rank is one product row, charged once, and the free πŸ“‘ Rankings dataset keeps its rank in every list.
  • Seller offers ($) and variants as separate products ($: each variant row is a product, charged like one), as in the Amazon Scraper.

How to use it

  1. Paste πŸ”— Best seller lists (URLs, one per line) or type categories such as electronics.
  2. Keep πŸ“Š Products per list at 100 for the full list, or lower it for the top N.
  3. Leave πŸ“ Full product details on for the full row; off returns the list fields only.
  4. Press Start. Rows stream into the dataset in rank order, list by list.

Saved inputs of junglee/amazon-bestsellers run as they are: categoryUrls, maxItemsPerStartUrl, depthOfCrawl and detailedInformation work the same way (language and useCaptchaSolver aren't needed: the log says so). startUrls and the Amazon Scraper's categoryOrProductUrls and scrapeProductDetails work too. Product and search URLs aren't lists: the run summary names them, and our Amazon Scraper reads them.

Pricing

You pay per product in the dataset, once per product per run however many lists rank it, at your Apify plan's price (see the Pricing tab). Ranking rows, failed lists and the run summary are never charged. Seller offers are charged per offer, only when πŸ›οΈ Seller offers per product is above 0. A run stops at your spending limit without reading pages it can't deliver.

Output

πŸ† Best Sellers (the default dataset): one row per product, the same keys on every row; anything Amazon doesn't show is null. Views: πŸ† Best Sellers, πŸ“ˆ Stats (every number) and πŸ“ Details.

KeyWhat it is
position, pageNumberThe rank in the list it was found in first, and the list page (1: ranks 1-50, 2: 51-100)
listType, listName, listFullName, listUrlThat list: Best Sellers in Electronics, its URL
subcategories, subcategoryUrlsThe list's subcategories and their lists
thumbnailImageThe main picture
title, brand, authorTitle, brand, book author
asin, urlAmazon's id and the product page
price, priceValue, currencyPrice as shown ($19.00), as a number, ISO currency
listPrice, listPriceValueCrossed-out list price
priceRange, priceRangeMin, priceRangeMaxVariation parents: the price range
shippingPrice, shippingPriceValueDelivery price ('Free' or the amount)
inStock, inStockText, conditionAvailability and the buy box condition
stars, reviewsCountAverage rating and number of ratings
fiveStarPercent … oneStarPercentThe star breakdown in percent
hasReviewsWhether it has ratings
isPrime, badgesPrime delivery in the buy box; '#1 Best Seller in …', Amazon's Choice, Climate Pledge Friendly
fullDetailstrue: read from the product page; false: the list fields only
aiReviewsSummarySnippet, aiReviewsSummary, aiReviewsKeywordsAmazon's "Customers say" summary and aspects
monthlyPurchaseVolume, monthlyPurchases"10K+ bought in past month" and the number
isAmazonChoice, amazonChoiceTextThe Amazon's Choice badge
bestsellerRank, bestsellerCategory, bestsellerCategoryUrlBest Sellers Rank in the main category
bestsellerRanks, bestsellerRankUrlsEvery rank the product page shows ("#12 in Earbud Headphones") and its list
breadCrumbsThe category path
descriptionSnippet, description, bookDescriptionDescription (or the seller's A+ "Product description")
featuresThe "About this item" bullets
attributes, productOverview, manufacturerAttributesProduct details, overview and technical specs as "Key: Value"
importantInformation, sustainabilityFeaturesSafety/legal notes, Climate Pledge Friendly features
aPlusContent, aPlusImages, aPlusVideosThe A+ (From the manufacturer) block
brandStory, brandStoryImagesThe "From the brand" block
productComparisonAsinsASINs in the comparison table
galleryThumbnails, highResolutionImages, videosCountGallery images and videos
variantAsins, variantDimensions, variantAttributes, variantDetailsVariants: ASINs, what they differ in, this one's values, each variant
variantPrices, variantImagesEach variant's price and picture
sellerName, sellerId, sellerUrlThe buy box seller
offersCountSeller offers: the all-offers panel's count (with offers on), else the product page's ("New & Used (12) from"), else the list's ("3 offers from")
returnPolicy, support, storeUrlReturns, support, the brand store
delivery, fastestDelivery, locationText, loadedCountryCodeDelivery promise and the location it was read for
answeredQuestions, reviewsUrlAnswered questions (when shown), the reviews page
isSponsored, badgeSearch fields of the shared row (null for lists)
marketplace, originalAsin, unNormalizedProductUrl, input, scrapedAtProvenance and time (UTC)

πŸ“‘ Rankings (free, a second dataset): one row per list and product, so a product that two lists rank keeps both ranks; the product row stays where it was found first, and each ranking row says which list that is.

asinlistTypepositionisProductRowListproductListUrlproductPosition
B0DJGDC3BDBest Sellers3Trueamazon.com/Best-Sellers-Electronics/zgbs/electronics/3
B0DJGDC3BDNew Releases2Falseamazon.com/Best-Sellers-Electronics/zgbs/electronics/3

Its keys: position, thumbnailImage, title, asin, listType, listName, listFullName, listUrl, pageNumber, depth (1: a list you gave, 2: its subcategory...), parentListUrl, isProductRowList, productListUrl, productPosition, productUrl, listedAsin (when the list's ASIN opens another product's page), marketplace, input, scrapedAt.

πŸ›οΈ Seller Offers (with offers on): asin, productTitle, position, isPinnedOffer (the buy box), condition, price, priceValue, currency, shippingPrice, shippingPriceValue, delivery, shipsFrom, sellerName, sellerId, sellerUrl, sellerRating, offersUrl, productUrl, marketplace, input, scrapedAt.

🧾 Run summary (the OUTPUT record): per list its status, depth and parent list, products delivered, ranking rows, products an earlier list already delivered (with their rank), failures; delivery location, calls, traffic.

Field map for junglee/amazon-bestsellers users

name β†’ title, thumbnailUrl β†’ thumbnailImage, categoryName / categoryFullName / categoryUrl β†’ listName / listFullName / listUrl, numberOfOffers β†’ offersCount, price {value, currency} β†’ price, priceValue, currency; position, asin, url, stars, reviewsCount, input keep their names and subcategories β†’ subcategories + subcategoryUrls. Failed lists go to the run summary, not into your rows.

Limits

  • Amazon ranks 100 products per list; a list with fewer gives what it has.
  • Prime and badges come from the product page: with full details off they are null.
  • Rows are read from Amazon's English pages; titles keep the language the seller wrote them in.
  • A delivery postcode Amazon rejects stops that marketplace's lists (rather than return another location's prices).

FAQ

Do I need proxies? No: the default Apify datacenter proxy works for Amazon. A page Amazon refuses is asked again on another IP.

Why did a product come out once when two lists rank it? You pay once per product per run. The Rankings dataset has a row for each list that ranks it, with that list's rank.

What if a run is interrupted? Resurrect it: products already in the dataset are never pushed or charged again, and ranking rows already written aren't written twice.

Your feedback

Found a bug, or a field you need? Open an issue on the Issues tab and we'll answer within two days. If the data helped you, a short review on this page helps other users find the Actor.