Amazon Best Sellers Scraper | 10 Countries, from $0.38/1K

What is Amazon Best Sellers Scraper?

Track Amazon's top 100 in any category across 10 marketplaces (rank, ASIN, price) and see what moved since your last run, for $1.80 per 1,000 products, no login.

For sellers, brands and product researchers. Paid Apify plans pay $0.38 per 1,000 products, and every row carries previous rank, rank change and a new-entry flag. Your first run with the example input costs about $0.091 (50 products in our test run).

▶ Watch the 75-second demo

Search by	Category slug (e.g. kitchen) or a Best Sellers / New Releases URL
Marketplaces	10: .com, .co.uk, .de, .fr, .it, .es, .ca, .com.au, .in, .co.jp
Lists	Best Sellers or New Releases; top 50 or top 100
Output	21 fields per product; JSON, CSV, Excel, API
Automate	Schedules, webhooks, Zapier, Make, n8n, Google Sheets, MCP for AI agents
Price	$1.80 per 1,000 products ($0.38 per 1,000 products on paid Apify plans)
Login needed	No

Why Amazon Best Sellers Scraper users pick this one

• Rank movement built in. Previous rank, rank change and new-entry flags versus your last run.
• All 100 ranks. Including the ones Amazon loads only as you scroll.
• 10 marketplaces. amazon.ca, .co.uk, .de, .co.jp and more, with a currency code on every price.
• Cheapest on paid plans. $0.38 per 1,000 products, below every Best Sellers rival we checked.
• Only new entries. A mode that returns just the products that joined the list.

Get started in 3 steps

1. Add categories to 'Categories': a slug such as 'kitchen' or 'pet-supplies', or a Best Sellers / New Releases URL copied from any of the 10 supported Amazon sites.
2. Pick the marketplace for slugs (amazon.com by default), and optionally New Releases, the number of pages (50 ranks each), or 'Only new entries'.
3. Click Start, or schedule it daily to track rank moves. Download JSON, CSV or Excel, or send results to Google Sheets, Zapier, Make or n8n.

▶ Try it with the example input

The form opens with an example input already filled in: that run costs about $0.091 on the free plan.

How much does it cost to scrape Amazon Best Sellers?

Pay per event: you pay only for what the run returns, plus a small start fee. Bronze, Silver, Gold and higher Apify plans pay less per result.

Products	Free plan	Paid plans (Bronze, Silver, Gold)
100	$0.18	$0.039
1,000	$1.80	$0.38
10,000	$18.00	$3.80

Totals include the $0.001 start fee per run, rounded to the cent. Apify's free plan includes $5 of credit a month, enough for about 2,700 products.

Unknown categories and unsupported pages return nothing and cost nothing beyond the start fee.

Billing events

Event	Free plan	Paid plans (Bronze, Silver, Gold)
product-result	$1.80 per 1,000 products	$0.38 per 1,000 products
apify-actor-start	$0.001 per run	$0.001 per run

Amazon Best Sellers Scraper vs alternatives

	This Actor	junglee/amazon-bestsellers	amazon-scraper/amazon-bestsellers-scraper
Price per 1,000 products, free plan	$1.80	$5.90	$2.00
Price per 1,000 products, paid plans	$0.38	$5.00	$0.39-$0.59
Start fee per run	$0.001	None	$0.0005 (at 1 GB)
Platform usage billed on top	No	No	No
Amazon marketplaces	10 (incl. .ca)	6	18 (incl. .ca)
Rank change and new entries vs your last run	✓	not stated	not stated
'Only new entries' mode	✓	not stated	not stated
Slack or webhook digest after each run	✓	not stated	not stated
Movers & Shakers, Most Wished For	✗	✓	✓

Prices checked regularly on each Actor's Store page.

Benchmarks: how we compare

Test	Input	Products returned	Run time
One Best Sellers list, 2 pages	kitchen	100 (ranks 1-100)	21 s
One Best Sellers list, 2 pages	beauty, electronics, pet-supplies, toys-and-games (one run each)	100 each	20-22 s
One New Releases list, 2 pages	new-releases/books URL	100	19 s
Eight Best Sellers lists, 2 pages each	kitchen, pet-supplies, beauty and 5 more	800	99 s
'Only new entries' rerun of the same list	kitchen	0 repeats	19 s
Unknown category, eBay URL, Movers & Shakers URL	3 bad inputs	0, each named in the run status	4 s
Two marketplaces, 2 pages each (local run)	amazon.de Best Sellers + amazon.co.jp New Releases	200, prices in EUR and JPY	23 s
Spot check vs product pages	10 random products	price and review count 10/10, rating 9/10	-
Prefilled first run	kitchen, 1 page	50 products, $0.091 charged	-

Cloud rows: Apify runs at 256 MB with the free datacenter proxy, logged out, one run per row, on amazon.com. 14 of 14 lists in those runs returned all 100 ranks with no robot check. The two-marketplace row was a local run without proxy. The spot check compared 10 random list rows with each product's own page.

What data you get

Amazon Best Sellers Scraper turns any Amazon Best Sellers or New Releases list, on 10 Amazon marketplaces (US, UK, Germany, France, Italy, Spain, Canada, Australia, India, Japan), into clean rows: rank, ASIN, title, price with its currency code, rating, review count, image and product link. Give a category slug like 'kitchen' and pick the marketplace, or paste a list URL, and get all 100 ranks, including the ones Amazon loads only when you scroll. Every run compares with your previous run of the same list, so you also get the previous rank, rank change and new entries.

• rank, asin, title, product_url, image_url
• price, price_max, price_text, currency
• rating, reviews_count
• list_type (bestsellers or new-releases), marketplace (e.g. amazon.de), category_name, category_url, page
• previous_rank, rank_change (positive = moved up), new_entry
• source_url, scraped_at in ISO 8601 UTC

category_name	rank	asin	title	price	rating	reviews_count
Kitchen & Dining	1	B0BZYCJK89	Owala FreeSip Stainless Steel Water Bottle 24 oz Denim	29.99	4.6	144526
Kitchen & Dining	2	B07YP2VH4B	KitchenAid Classic Multifunction Can Opener and Bottle Op...	15.99	4.6	90483
Pet Supplies	2	B0H8HDKGKQ	OIRLVCE 24Rolls 360 Dog Poop Bags,Leak Proof for Dog Walk...	10.99	4.6	346

One full product record, exactly as a real run returned it (long text and lists shortened here). From a real run:

{
  "list_type": "bestsellers",
  "marketplace": "amazon.com",
  "category_name": "Kitchen & Dining",
  "category_url": "https://www.amazon.com/gp/bestsellers/kitchen",
  "rank": 1,
  "asin": "B0BZYCJK89",
  "title": "Owala FreeSip Stainless Steel Water Bottle 24 oz Denim",
  "product_url": "https://www.amazon.com/dp/B0BZYCJK89",
  "image_url": "https://images-na.ssl-images-amazon.com/images/I/61Gvw0-b0eL._AC_UL300_SR300,200_.jpg",
  "price": 29.99,
  "price_max": 29.99,
  "price_text": "$29.99",
  "currency": "USD",
  "rating": 4.6,
  "reviews_count": 144563,
  "page": 1,
  "previous_rank": 1,
  "rank_change": 0,
  "new_entry": false,
  "source_url": "https://www.amazon.com/gp/bestsellers/kitchen",
  "scraped_at": "2026-11-04T11:24:07Z"
}

Use cases

• Amazon sellers and brands tracking their category's top 100 every day
• Product researchers spotting new entries and fast climbers in a niche
• Dropshippers and resellers picking products with proven demand
• Analysts building a daily rank history with prices and review counts

Use-case recipes

Daily movers report for your category

For sellers and brands. Add your category slug, keep a tracking name, and schedule the task daily. Sort the output by rank_change: positive numbers climbed, negative ones fell, and new_entry = true marks products that joined the list. Join on asin to your own catalogue to see where your products sit. Use 2 pages for the full top 100.

{
  "categories": [
    "kitchen"
  ],
  "maxPages": 1,
  "stateKey": "kitchen-daily"
}

Only the newcomers on New Releases

For product researchers hunting early trends. Set listType to New Releases and turn on onlyNewEntries, then schedule it. The first run returns the whole list; later runs return only products that were not on it last time, with their rank, price and reviews_count, so a newcomer with many reviews stands out. Add a Slack webhook to get the top 10 newcomers after each run.

{
  "categories": [
    "toys-and-games"
  ],
  "listType": "new-releases",
  "onlyNewEntries": true,
  "maxPages": 1
}

Compare one category across marketplaces

For sellers expanding to Canada or another market. Paste the same category's list URL from two marketplaces in one run. Each row carries marketplace, price and currency; join the two lists on asin to see which best sellers already sell in both markets and which gaps are open.

{
  "categories": [
    "https://www.amazon.com/gp/bestsellers/pet-supplies",
    "https://www.amazon.ca/gp/bestsellers/pet-supplies"
  ],
  "maxPages": 1
}

Price and rating snapshot of a subcategory

For analysts sizing a niche. Paste a subcategory list URL from the Best Sellers page. Use price (and price_max for products sold in a range), rating and reviews_count to chart the price band and how established the top products are. Then put the top titles, shortened to a search phrase, into Google Trends.

{
  "categories": [
    "https://www.amazon.com/gp/bestsellers/kitchen/289814"
  ],
  "maxPages": 1
}

Input

Field	Type	What it does	Default
categories (Categories)	array	Categories, as the slug from the Best Sellers URL (e.g. 'kitchen', 'pet-supplies', 'beauty'; read from the marketplace chosen below) or...
maxPages (Pages per list)	integer	Each page holds 50 ranks: 1 = top 50, 2 = top 100 (Amazon's maximum).	2
amazonDomain (Amazon marketplace)	string	Which Amazon a bare slug like 'kitchen' is read from.	"com"
listType (List for slugs)	string	Which list a bare slug like 'kitchen' means: Best Sellers or New Releases.	"bestsellers"
onlyNewEntries (Only new entries)	boolean	Return only products that were not on the same list at your previous run.	false
proxyConfiguration (Proxy)	object	Apify Proxy is required; the default datacenter group works for Best Sellers and New Releases.	{"useApifyProxy": true}

All 9 fields, with examples: see the Input tab.

Switching from junglee/amazon-bestsellers

Already running junglee/amazon-bestsellers? Its category URLs paste straight into this Actor, including the /zgbs/ form:

junglee/amazon-bestsellers input	This Actor's input	Notes
categoryUrls	categories	Paste the same URLs (e.g. https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics/), or give a bare slug like 'electronics' with amazonDomain and listType.
maxItemsPerStartUrl	maxPages	Ranks come in pages of 50: 1 = top 50, 2 = top 100. Default 2.
depthOfCrawl	no equivalent	No automatic subcategory crawl. Paste each subcategory's list URL; each one is a separate list in the output.
language	not needed	Each marketplace is read in its own language, set by the Actor.
detailedInformation	no equivalent	List fields only: no product-page details.
useCaptchaSolver	not needed	No CAPTCHA is ever solved. On Amazon's one-click 'Continue shopping' page the Actor follows that page's own link once, else it retries with a fresh proxy session.
no equivalent	onlyNewEntries / stateKey	Return only products that joined the list since your last run; previous_rank and rank_change are filled on every run.

• Output naming: rank, asin, price (number), price_text (as printed), currency, reviews_count, plus marketplace, list_type and category_name on every row.
• Each list is read once per run even if you paste it twice, and each ASIN appears once per list.
• Movers & Shakers and Most Wished For URLs are refused with a message in the run status; this Actor reads Best Sellers and New Releases only.
• Pricing is per product with a $0.001 start fee and no platform usage on top; an unknown category costs only the start fee.

Use with AI agents (Apify MCP server, Claude, ChatGPT, n8n AI agent)

Amazon Best Sellers Scraper is a ready-made tool for AI agents. Through the Apify MCP server an agent reads this Actor's input schema, fills in the input from your request, starts the run and reads the products back. You pay the same per-result price as a run started by hand, from your own Apify account.

Example prompts

• "Get the top 100 Amazon Best Sellers in kitchen on amazon.com and show me rank, ASIN, title, price and rating in a table"
• "Pull the Amazon.ca and Amazon.com Best Sellers for pet-supplies, top 50 each, and tell me which ASINs appear on both"
• "Show me the top 50 Amazon New Releases in toys-and-games on amazon.de with prices and review counts"

Claude (claude.ai and Claude Desktop)

Open Settings > Connectors, choose Add custom connector, paste https://mcp.apify.com/?tools=aurelix/amazon-best-sellers and sign in to Apify when asked. Then ask Claude one of the prompts above.

Claude Code, Cursor, VS Code and other MCP clients

$claude mcp add --transport http apify "https://mcp.apify.com/?tools=aurelix/amazon-best-sellers"

Clients configured with JSON take the same URL:

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com/?tools=aurelix/amazon-best-sellers"
    }
  }
}

A client without Apify sign-in sends the header Authorization: Bearer <YOUR_APIFY_TOKEN>; to run the server locally instead, use npx -y @apify/actors-mcp-server --actors aurelix/amazon-best-sellers with APIFY_TOKEN set.

ChatGPT

Where your ChatGPT plan offers custom connectors (developer mode), add https://mcp.apify.com/?tools=aurelix/amazon-best-sellers as a connector, sign in to Apify, and ask for the data in plain words.

n8n AI agent

Give an AI Agent node an MCP Client Tool with the endpoint https://mcp.apify.com/?tools=aurelix/amazon-best-sellers and a Bearer credential holding your Apify token. The agent can then call Amazon Best Sellers Scraper whenever a workflow step needs products; for a fixed, non-agent workflow use Apify's n8n node with Run Actor instead.

Use it from AI agents (MCP), the API or no-code

Copy this to your AI assistant

Use the Apify Actor aurelix/amazon-best-sellers (Amazon Best Sellers Scraper) through Apify's MCP server or API. Main input: categories (Categories). Example input: {"categories": ["kitchen", "https://www.amazon.com/gp/new-releases/pet-supplies"], "maxPages": 2}. Each result is one product with fields such as list_type, marketplace, category_name, category_url, rank, asin, title, product_url. It costs $1.80 per 1,000 products on Apify's free plan plus a $0.001 start fee per run, and needs no login.

MCP server URL for this Actor: https://mcp.apify.com/?tools=aurelix/amazon-best-sellers (setup for each client in the section above).

API

Start a run and read the dataset with Apify's REST API or the Python and JavaScript clients:

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("aurelix/amazon-best-sellers").call(run_input={"categories": ["kitchen", "https://www.amazon.com/gp/new-releases/pet-supplies"], "maxPages": 2})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

No-code: schedule it in 3 clicks

Send the results to Google Sheets, Zapier, Make, n8n, Slack or any webhook URL.

1. Fill in the input, then click Save as a new task.
2. In the task, click Schedule and pick daily or weekly (Apify Schedules).
3. Turn on Only new entries so each run returns only what is new, and paste a Slack or webhook URL into Slack webhook URL / Webhook URL to get a digest of the new items (count plus the top 10) after every run.

Prefer n8n or Make? Ask in the Issues tab and we will share a ready-made workflow for it.

FAQ

Can I scrape Amazon Best Sellers without login?

Yes. It never logs in, so you need no Amazon account, password or cookies; only a free Apify account to run it.

Is there a Amazon Best Sellers API?

You can use this Actor as one. Start it with Apify's REST API or the Python and JavaScript clients and read the results as JSON (see the code above), or call it from an AI agent through MCP.

How much does it cost to scrape Amazon Best Sellers?

About $1.80 for 1,000 products on Apify's free plan and $0.38 on paid plans, start fee included. The free $5 monthly credit covers about 2,700 products.

Can I export Amazon Best Sellers data to Excel or Google Sheets?

Yes. Download the results as Excel, CSV, JSON, XML or HTML from the run's Storage tab, or send them to Google Sheets with Apify's Google Sheets integration or the API.

Is it legal to scrape Amazon Best Sellers?

It reads only public data any logged-out visitor can see: Amazon Best Sellers pages. It goes at a polite pace, never logs in and never solves CAPTCHAs (when Amazon shows its one-click 'Continue shopping' page, the Actor follows that button's link once, as any visitor would). It returns product listing fields only (rank, title, price, rating, review count, links); no review text or reviewer data. To have a record removed, open an issue on this Actor's Issues tab; if Amazon formally asks us to stop, this Actor will stop. You are responsible for using the data lawfully, incl. anti-spam and privacy laws; this is not legal advice.

Can I scrape Amazon Best Sellers in other countries?

Yes: 10 marketplaces, amazon.com, .co.uk, .de, .fr, .it, .es, .ca, .com.au, .in and .co.jp, with the currency code on every price.

Which Amazon sites are supported?

Ten: amazon.com, .co.uk, .de, .fr, .it, .es, .ca, .com.au, .in and .co.jp. Pick one in 'Amazon marketplace' for slugs, or paste a list URL from any of them; a run can mix marketplaces. Prices come exactly as Amazon shows them, with the code in 'currency': usually the marketplace's own currency, but amazon.co.uk and .de can show US dollars to Apify's US-based proxy (seen in our cloud tests).

Does it cover Movers & Shakers or Most Wished For?

No. Amazon serves those lists empty to logged-out visitors on all 10 marketplaces, so they are rejected rather than returned blank. Schedule a Best Sellers list daily instead: rank_change and new_entry show what moved.

How do I find a category slug?

Open the category's Best Sellers page on your Amazon site (e.g. amazon.de/gp/bestsellers); the slug is the part after /bestsellers/, e.g. 'kitchen'. For a subcategory, paste the whole URL.

What are rank_change and new_entry?

They compare with your previous run of the same list: rank_change = previous rank minus current rank (positive means it climbed), new_entry = it was not on the list last time. On the first run previous_rank and rank_change are empty and new_entry is false.

Why is price empty for some products?

Amazon does not show a price on the list for every product (for example when it is only sold through other offers). We never guess a price.

Does it need a proxy?

Apify Proxy is used and the default datacenter group works; nothing extra to buy.

What am I charged for an unknown category or an empty run?

Each run pays the $0.001 start fee, and then only for products saved to the dataset. An unknown category, an unsupported URL, or an 'Only new entries' run with nothing new returns 0 products and costs only the start fee; unknown and unsupported entries are named in the run status. If Amazon blocks a list midway, the products already read are kept and charged, and the status starts with 'Partial'.

Which URL formats work?

Best Sellers and New Releases list URLs from the 10 supported marketplaces: /gp/bestsellers/..., /gp/new-releases/..., and the /zgbs/ and /zgnr/ forms such as amazon.com/Best-Sellers-Electronics/zgbs/electronics. The www. prefix is optional, and ref= tags and query strings are removed. A bare slug like 'kitchen' is read from the marketplace and list chosen in the input.

Can it crawl all subcategories of a category?

No. Each entry in 'Categories' is one list. To cover subcategories, paste each subcategory's Best Sellers URL; every row then carries its own category_name and category_url.

How does rank tracking remember the previous run?

It keeps one memory per list URL and tracking name, holding each product's rank from the last run of that list. Every run replaces it, so rank_change always compares with the run just before. A run stopped by your maximum charge limit does not update the memory. Use a different 'Tracking name' to track the same list separately, e.g. per client.

Why did a page return fewer than 50 ranks?

Amazon renders the first 30 products of a page and loads ranks 31 to 50 with a second request, which the Actor makes too. If that second request fails, the page keeps what it has and the status says how many pages returned fewer than 50 ranks.

What are price, price_max and reviews_count?

price is the number Amazon shows on the list, in the marketplace's own number format, and price_text is the text as printed. For a range such as '$9.99 - $19.99', price is the low end and price_max the high end. reviews_count is the number of ratings shown next to the stars.

How fast is it?

In our test runs, one list of 100 ranks took about 20 seconds, and 8 lists (800 products) took 99 seconds. The Actor pauses about 2 seconds between requests.

What happens on empty or partial runs

• An unknown category returns 0 products; the run still succeeds and the status lists it under 'no ranked products (unknown category?)'.
• Entries that are not a supported Amazon list (another site, Movers & Shakers, Most Wished For) are skipped and listed under 'ignored'.
• If Amazon keeps answering a list's first page with a robot check, that list is skipped and named under 'not read'; the other lists still run.
• If the check appears on page 2, page 1's products are kept and the status starts with 'Partial'.
• Only the $0.001 start fee and the products actually saved are charged.

Limits (stated honestly)

• 10 Amazon marketplaces (.com, .co.uk, .de, .fr, .it, .es, .ca, .com.au, .in, .co.jp); Movers & Shakers and Most Wished For are not supported (Amazon serves them empty to logged-out visitors).
• Up to 100 ranks per list, Amazon's own maximum.
• Amazon sometimes repeats a product at two ranks while the list updates; the repeat is dropped, so a list can return 98 or 99 products.
• Some products show no price on the list; price is then empty.
• Lists change through the day; a run is a snapshot of when it ran.
• If Amazon starts answering with robot checks midway, the products already read are kept and the run status says 'Partial'.

Works great with

• Then: Google Trends Scraper: put product names (shortened to the search phrase) into its keywords input to see whether demand is rising before you stock or list them

Related Aurelix tools

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Leads and company data

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Ad intelligence

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Canada and government data

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AI, content and SEO

• Google Trends Scraper: Google Trends interest over time, by region and rising queries for any number of keywords, plus trending searches.
• Website to Markdown Crawler: Crawls a site and returns one row of clean main-content Markdown per page, with title, headings and links.

Recent changes

• 0.1: Store page corrected: prices carry the currency Amazon printed, which is not always the marketplace's own.

The full history is on the Changelog tab.

Tested daily

An automated health check runs this Actor every day on a fixed input and checks that at least 45 products come back with rank, asin, title, product_url, category_name, source_url filled in; a failed check alerts the maintainer straight away.

Your feedback

Missing a field, found a bug or need another filter? Open an issue on the Issues tab; we aim to answer within a day. If this Actor saved you time, a short review helps other people find it.