Amazon Bestsellers Scraper: Top 100 & New Releases

Get all 100 ranks of any Amazon Best Sellers or New Releases list, including the ranks Amazon loads only as you scroll, and the lists of every subcategory below it if you want them. Each product comes with its rank, ASIN, title, price, rating and ratings, other offers, author and format for books, and the list's full category path. No Amazon account, login or cookies needed.

Tested daily. Latest checks: 100 of 100 ranks of Best Sellers in Electronics on amazon.com in 8 seconds; 1,300 of 1,300 ranks from 13 lists on 12 Amazon stores in under a minute; Electronics with its 18 subcategories, 1,900 products, in 77 seconds; and the top 3 of every department from the front pages of 11 stores, 777 products.

What does this Actor do?

You give it links to Amazon's Best Sellers or New Releases pages, or just a store and category names. For each list it reads both pages (ranks 1–50 and 51–100) and saves one row per ranked product, in Amazon's order. With Subcategory levels set, it also reads the list of every subcategory under it, one level or more down, each with its own top 100. The Best Sellers front page (amazon.com/gp/bestsellers) reads the top 100 of every department.

Each row comes with:

• the rank, ASIN, link, title and image
• rating and the exact number of ratings
• price as a number and as shown, and the currency (and the high end, when Amazon shows a price range)
• for products Amazon sells only through other sellers: how many offers there are and the lowest offer price
• for books: the author (with a link to the author's page), the format shown (Hardcover, Paperback, Kindle) and how many formats there are
• the list (Best Sellers or New Releases) and its title, the category's name, id and link, its full path from the department down, and each parent category with its link
• the department, how many levels below your link the list is, the page it was on, the store, the link you gave, and when the run read it

Why use it?

• All 100 ranks. Amazon's list page shows 30 products and loads the next 20 only as you scroll; the Actor reads those too, on both pages, so a list gives you ranks 1 to 100, not 60.
• Every subcategory, as deep as you need. One link to a department and Subcategory levels set to 1 or 2 gives you the top 100 of every category under it, each row with its category path.
• Best Sellers and New Releases, from links or from category names, on 22 Amazon stores (see Good to know).
• Ready to compare over time. Every row says when it was read and its ranking_id names the store, list, category and product, so a daily run shows each product's rank moving.
• Use the data anywhere. Download as JSON, CSV or Excel, or send it to your own tools through Apify's API and integrations.

How to use it

1. Paste one or more Best Sellers or New Releases pages into Category links, or pick an Amazon store and type Categories such as electronics or books.
2. Optionally, set Subcategory levels, Ranks per list and Max products per link or category.
3. Click Start. When the run ends, open the Output tab to view the products or download them.

Run it with no input to see a sample: the top 100 Best Sellers in Electronics on amazon.com, charged as usual.

Input

Field	What it does	Default
Category links (categoryUrls)	Best Sellers or New Releases pages from Amazon; each keeps its own store and list	—
Amazon store (marketplace)	The store the categories are read on, such as amazon.com, amazon.de or amazon.co.jp	amazon.com
Categories (categories)	Category names, as in the link after /gp/bestsellers/: electronics, electronics/281407; empty = all	—
Lists (listTypes)	best_sellers, new_releases, or both, for the categories	best_sellers
Subcategory levels (subcategoryDepth)	How many levels of subcategories to read below each category (0 to 3)	0
Ranks per list (maxRank)	Read each list down to this rank (1 to 100)	100
Max products per link or category (maxProductsPerStart)	Stop each link or category after this many products, subcategories included (1 to 20,000)	1,000

Give at least one link or one category. Example input:

{
  "categoryUrls": ["https://www.amazon.com/gp/bestsellers/kitchen"],
  "subcategoryDepth": 1,
  "maxRank": 20
}

Output

One row per product and list. An example, with made-up values:

{
  "ranking_id": "amazon.com/bestsellers/electronics/281407/B0EXAMPLE1",
  "rank": 3,
  "asin": "B0EXAMPLE1",
  "title": "Screen Protector for Phone, 3 Pack, Tempered Glass",
  "url": "https://www.amazon.com/dp/B0EXAMPLE1",
  "image_url": "https://images-na.ssl-images-amazon.com/images/I/example._AC_UL300_SR300,200_.jpg",
  "rating": 4.6,
  "ratings_count": 115313,
  "price": 6.98,
  "price_max": null,
  "price_text": "$6.98",
  "currency": "USD",
  "offers_count": null,
  "offers_from_price": null,
  "offers_from_text": null,
  "author": null,
  "author_url": null,
  "format": null,
  "formats_available": null,
  "list_type": "best_sellers",
  "list_title": "Best Sellers in Electronics Accessories & Supplies",
  "category_name": "Accessories & Supplies",
  "category_id": "281407",
  "category_url": "https://www.amazon.com/gp/bestsellers/electronics/281407",
  "category_breadcrumbs": ["Electronics", "Accessories & Supplies"],
  "category_parents": [
    { "name": "Electronics", "url": "https://www.amazon.com/gp/bestsellers/electronics" }
  ],
  "department": "electronics",
  "subcategory_level": 1,
  "page": 1,
  "marketplace": "amazon.com",
  "start_url": "https://www.amazon.com/gp/bestsellers/electronics",
  "scraped_at": "2026-10-31T06:00:00.000Z"
}

Output fields

• ranking_id: the store, list, category and ASIN together; one row each
• rank: the product's place in the list, 1 to 100
• asin, title, url, image_url: the product, its link and image
• rating, ratings_count: stars out of 5 and the exact number of ratings
• price, price_max, price_text, currency: the price as a number (the low end of a range), the high end of a range, the price as shown, and its currency
• offers_count, offers_from_price, offers_from_text: when the product shows "19 offers from $12.93" instead of a price; the text is the lowest offer with its currency sign
• author, author_url, format, formats_available: books and media
• list_type, list_title: best_sellers or new_releases, and the list's title as shown
• category_name, category_id, category_url: the category the list ranks
• category_breadcrumbs, category_parents: the path from the department down, and each parent with its link
• department, subcategory_level, page: the department, how many levels below your link, and page 1 (ranks 1–50) or 2 (51–100)
• marketplace, start_url, scraped_at: the store, the link or category you gave, and when the run started

How much does it cost?

No surcharges and no paid options; an item that fails is not charged.

This Actor is priced per product saved:

• $1.50 per 1,000 products ($0.0015 a product). A product ranked in two lists (a category and its subcategory, or Best Sellers and New Releases) is two rows, each charged once per run.
• No start fee, and nothing per list.

So the top 100 of one list costs $0.15. If you set a maximum cost for a run, the Actor stops when it reaches it and keeps every product saved so far.

How long does a run take?

About 8 seconds for the top 100 of one list. Electronics on amazon.com with its 18 subcategories (1,900 products) took 77 seconds, and the top 100 of 13 lists on 12 stores took 57 seconds.

Good to know

• Amazon ranks 100 products per list. A list with fewer products in it saves what it has.
• Prices follow the visitor's location. Amazon shows prices for the visitor's address, so a product may show no price, and currency tells you which currency a price is in.
• Stores. All 22 stores listed under Amazon store were read in our tests: amazon.com, .ca, .com.mx, .com.br, .co.uk, .de, .fr, .it, .es, .nl, .com.be, .ie, .se, .pl, .com.tr, .ae, .sa, .eg, .in, .co.jp, .com.au and .sg.
• Movers & Shakers, Most Wished For and Most Gifted are not supported. Their pages showed "Sorry, there are no … available in this category" on every store and category we tried, so links to them are refused.
• The front page reads every department. It counts the departments as level 0, so Subcategory levels 1 adds each department's subcategories. About 40 departments of 100 products each is about 4,000 products: raise Max products per link or category to read them all.
• Subcategory levels multiply quickly. A department has 10 to 40 subcategories, each with up to 100 products: one level under Electronics is about 2,000 products. Max products per link or category stops it.
• One list that cannot be read does not stop the run. The others carry on, and the run's status lists the links that could not be read.
• Check your links first. A link that is not an Amazon Best Sellers or New Releases page stops the run before anything is read, and the message names it.
• This Actor reads the list pages only, not each product's own page, so it has no brand, description, bullet points, full image gallery or reviews text.

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• AliExpress Product Scraper: Search Results & Prices: Every product of an AliExpress search to its last page, with exact sold counts and ratings.
• App Store Reviews Scraper: All Reviews, Not 500: Every written App Store review of an app, not just the newest 500.
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• Bilibili Video Scraper: Search & Channel Videos: Bilibili videos from searches or whole channels, each with its full detail page's data.

Use it from an AI agent or the API

One call starts a run and returns its items (Apify waits up to 300 seconds; for a longer run, start it with POST /v2/acts/…/runs and read its dataset):

POST https://api.apify.com/v2/acts/luzivanlt~amazon-bestsellers-scraper/run-sync-get-dataset-items?token=<YOUR_APIFY_TOKEN>

With the sample input as its JSON body:

{
  "categoryUrls": ["https://www.amazon.com/gp/bestsellers/electronics"],
  "marketplace": "amazon.com",
  "listTypes": ["best_sellers"],
  "subcategoryDepth": 0,
  "maxRank": 100,
  "maxProductsPerStart": 1000
}

Its inputs, in the order of the input form:

Input	What it takes	Default
categoryUrls (Category links)	Best Sellers or New Releases pages copied from Amazon, one per line, from any store listed under Amazon store: https://www.amazon.com/gp/bestsellers/electronics, a /Best-Sellers-…/zgbs/… link, or https://www.amazon.com/gp/new-releases/books (the https:// optional).	—
marketplace (Amazon store)	The Amazon store the categories below are read on, amazon.com by default.	"amazon.com"
categories (Categories)	Categories to read without copying links, as the part of the link after /gp/bestsellers/: a department (electronics, books, kitchen) or a department and a category number (electronics/281407).	—
listTypes (Lists)	Which of Amazon's lists to read for each category above: Best Sellers, New Releases, or both (each list is its own top 100).	["best_sellers"]
subcategoryDepth (Subcategory levels)	How many levels of subcategories to read below each category, each with its own top 100: 0 reads only the category you gave, 1 adds its subcategories, 2 their subcategories too.	0
maxRank (Ranks per list)	Read each list down to this rank.	100
maxProductsPerStart (Max products per link or category)	Stop each link or category after this many products, its subcategories included, and go on to the next.	1000

Apify's MCP server, https://mcp.apify.com, lists it as luzivanlt/amazon-bestsellers-scraper. To give an AI agent this Actor as a tool, add the server to the agent's MCP config:

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com?tools=luzivanlt/amazon-bestsellers-scraper"
    }
  }
}

The client signs in with OAuth, or add "headers": { "Authorization": "Bearer <APIFY_TOKEN>" }.

Charged per product delivered; the sample input above costs at most $3.00.

FAQ

Do I need an Amazon account or cookies? No. The Actor reads what anyone can see on Amazon's Best Sellers pages.

Can I track ranks over time? Yes. Run it on a schedule; every row has scraped_at and ranking_id, so you can line up the same product in the same list across runs.

Can I run it from my own code, on a schedule, or with other apps? Yes. Like any Apify Actor, you can start it through the Apify API, run it on a schedule, and connect it to other apps with Apify's integrations and webhooks.

Is it legal to scrape Amazon?

This Actor reads only what anyone can see on Amazon's Best Sellers pages without logging in. Check Amazon's terms and the laws that apply to you before you use the data. If you are unsure, ask a lawyer.

Support

Found a problem or missing a feature? Open an issue on the Issues tab and include the run's link.

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This Actor is not affiliated with, endorsed by or sponsored by Amazon.