Amazon ASIN Rating & Review Count Scraper – Star Breakdown, Monthly Sales, Price & BSR for 19 Amazon Sites

Turn a list of ASINs or Amazon product URLs into a clean table of star ratings, review counts and how many units sold last month. No Amazon account, no API keys, no browser. Paste your list, click Start, and download Excel, CSV or JSON.

Perfect for rating monitoring, review-growth tracking, competitor benchmarking, catalog health checks and daily KPI dashboards, with your first 100 products every month free and then from $1.60 per 1,000 (just $1 per 1,000 on the Apify Free plan), charged only for products that return data.

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🔍 What does Amazon ASIN Rating Scraper do?

You give it products, and it returns one row per product:

• ⭐ Average star rating (e.g. 4.2)
• 🔢 Total global ratings count (e.g. 2958)
• 📊 Star breakdown: % of 5★, 4★, 3★, 2★ and 1★ ratings (when Amazon shows it on the page)
• 💲 Buy-box price, as a number and as displayed
• 🏆 Best Sellers Rank and its category
• 📈 Units bought in the past month, from Amazon's "1K+ bought in past month" badge, as a number (1000) you can sort and chart
• 🏭 Brand and 📦 availability ("In Stock", "Only 3 left in stock")
• 🖼️ Main product image
• 🏷️ Product title and 🔗 product link
• 🌍 Marketplace the data came from
• 🕒 Scrape timestamp, so repeated runs build a history
• ✅ Status per product: found, not sold on that marketplace, or blocked

It accepts:

• Bare ASINs: B0G7RYP439
• Product URLs from any supported Amazon site: https://www.amazon.de/dp/B0GDHRZFWH
• Mixed lists pasted straight from a spreadsheet column. Duplicates, blank cells, - and TBD are skipped automatically.

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🌍 Which Amazon site gets scraped?

You enter	Scraped on
A bare ASIN, e.g. B0G7RYP439	The Marketplace selected in the input (default amazon.com)
A product URL, e.g. https://www.amazon.co.uk/dp/B0H2BX5FF2	That URL's own site (amazon.co.uk)

So one run can cover the US, UK, Germany, Japan and more. List the same ASIN as URLs on different sites to compare its rating country by country.

⚠️ Amazon ratings are per marketplace. A product can be 4.6★ with 13,000 ratings on amazon.com and 4.1★ with 400 ratings on amazon.de. Always check the marketplace column.

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🌟 Key features

• 19 Amazon marketplaces: US, UK, DE, FR, IT, ES, NL, SE, PL, TR, JP, IN, CA, MX, BR, AU, AE, SA, SG
• Fast: ~3,400 products in about 5½ minutes on default settings
• Cheap: $1.60–2 per 1,000 products ($1 on the Free plan), roughly 2× cheaper than typical full Amazon product scrapers
• Fair billing: not-found and blocked products are never charged
• Stable: each parallel session behaves like one real shopper, with its own IP, cookies and real-browser fingerprint, human-like pacing, rotation, and automatic slow-down if Amazon pushes back
• Smart proxies: fast datacenter IPs first, residential only for products that keep getting blocked
• Clean data: incomplete pages are retried instead of saved, and Amazon's "Continue shopping" check page is passed automatically
• Small footprint: runs on 512 MB, and more memory isn't needed
• Monitored daily with live test runs on amazon.com and amazon.de

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⚖️ Why choose this scraper?

	This actor	Typical Amazon product scrapers
Price per 1,000 products	$1.60–2.00 ($1 on Free plan), first 100 every month free	$3–5
Charged for not-found / blocked products	No	Often yes (every dataset row)
Mix several Amazon sites in one run	Yes, from the URL	Usually one country per run
Default memory	512 MB	1–4 GB
~3,400 products	~5½ min	Often much longer (full page parsing)
Output	Focused: rating, count, star breakdown, price, Best Sellers Rank, image	40+ fields you may not need
Star-rating breakdown (5★…1★ %)	Included free	Separate actor, often $4+ per 1,000
Monthly sales signal ("bought in past month")	Included, as a number	Often missing or text only
Amazon login / cookies needed	No	Sometimes

If you need ratings, review counts and the numbers around them (star mix, price, rank) without a full product scrape, this is the fastest and cheapest way to get them.

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📥 Input

Field	Required	Description
ASINs or product URLs	✅	One per line. Bare ASINs or Amazon product links, mixed freely
Marketplace for bare ASINs		com (default), co.uk, de, co.jp … Product URLs always use their own site
Parallel sessions		Default 40, max 50. Capped automatically to fit the run's memory
Proxy		Default: Apify datacenter, auto-escalating to residential. Leave as is
Save raw pages (debug)		Stores fetched HTML for troubleshooting. Off by default

Example input

{
  "asins": [
    "B0G7RYP439",
    "B0G7QZ7RMD",
    "https://www.amazon.de/dp/B0GDHRZFWH",
    "https://www.amazon.co.uk/dp/B0H2BX5FF2"
  ],
  "marketplace": "com"
}

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📋 Output fields

Field	Type	Description
asin	string	The product's ASIN
found	boolean / null	true = product page found · false = not sold on this marketplace / delisted · null = blocked after all retries
rating	number / null	Average star rating out of 5. null if the product has no ratings yet
ratingsCount	integer	Total number of global ratings (0 if none)
starBreakdown	object / null	% of ratings per star, {"5": 69, "4": 9, "3": 7, "2": 6, "1": 9}. null when the page doesn't show it (common outside amazon.com)
price	number / null	Buy-box price as a number. null when there is no buy box (e.g. only other sellers)
priceText	string / null	Price as displayed, with currency, e.g. $21.99, 20,69 €
bestSellersRank	integer / null	Best Sellers Rank in the main category
bestSellersCategory	string / null	That category, in the marketplace's language
imageUrl	string / null	Main product image, high resolution
boughtInPastMonth	integer / null	Amazon's "bought in past month" badge as a number (lower bound): 200+ → 200, 1K+ → 1000. null when Amazon shows no badge (low sellers, many non-US sites)
boughtInPastMonthText	string / null	The badge as displayed, e.g. 1K+ bought in past month
brand	string / null	Brand from the product overview
availability	string / null	Stock message from the buy box, e.g. In Stock, Only 3 left in stock - order soon.
title	string	Product title as shown on Amazon
url	string	Product page link
marketplace	string	Amazon site the data came from, e.g. amazon.de
scrapedAt	string	Scrape time, UTC, ISO 8601
error	string	Only on blocked items: why it couldn't be scraped

📤 Example output

[
  {
    "asin": "B0G7RYP439",
    "found": true,
    "url": "https://www.amazon.com/dp/B0G7RYP439",
    "title": "Spigen GlasTR EZ Fit Privacy Tempered Glass Screen Protector for Galaxy S26",
    "rating": 4.2,
    "ratingsCount": 2966,
    "starBreakdown": { "5": 69, "4": 9, "3": 7, "2": 6, "1": 9 },
    "price": 21.99,
    "priceText": "$21.99",
    "bestSellersRank": 5054,
    "bestSellersCategory": "Cell Phones & Accessories",
    "imageUrl": "https://m.media-amazon.com/images/I/61ZrMpUo4tL._AC_SL1500_.jpg",
    "boughtInPastMonth": 1000,
    "boughtInPastMonthText": "1K+ bought in past month",
    "brand": "Spigen",
    "availability": "In Stock",
    "marketplace": "amazon.com",
    "scrapedAt": "2026-10-16T01:03:12.623131+00:00"
  },
  {
    "asin": "B0GDHRZFWH",
    "found": true,
    "url": "https://www.amazon.de/dp/B0GDHRZFWH",
    "title": "Spigen Thin Fit MagFit for Samsung Galaxy S26 Plus - Black",
    "rating": 3,
    "ratingsCount": 243,
    "starBreakdown": null,
    "price": null,
    "priceText": null,
    "bestSellersRank": 7808,
    "bestSellersCategory": "Elektronik & Foto",
    "imageUrl": "https://m.media-amazon.com/images/I/61dJd0D2GBL._AC_SL1200_.jpg",
    "marketplace": "amazon.de",
    "scrapedAt": "2026-10-16T01:03:20.026163+00:00"
  }
]

The Output tab shows these as a table (Ratings, star breakdown, price & rank), with product images, ready to export to Excel, CSV, JSON, XML or HTML.

🚧 Not-found and blocked items

Every product you enter gets a row, so nothing silently goes missing:

{ "asin": "B0B7MFZ2SH", "found": false, "marketplace": "amazon.com" }

found: false: Amazon has no product page for this ASIN on this site. Not charged.

{ "asin": "B0XXXXXXXX", "found": null, "error": "Blocked after 6 attempts", "marketplace": "amazon.com" }

found: null: Amazon blocked all 6 attempts, each on a fresh identity and the last ones on residential IPs. Rare; just run those ASINs again. Not charged.

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💰 How much does it cost to scrape Amazon ratings?

🎁 Your first 100 products every month are free. After that, from $1.60 per 1,000 products, with bigger discounts on higher Apify plans. It's pay-per-event, so platform usage isn't billed on top.

Your Apify plan	Per product	Per 1,000 products
🎁 Free (try it on your monthly free credit)	$0.001	$1.00
Starter	$0.002	$2.00
Scale	$0.0018	$1.80
Business / Platinum / Diamond	$0.0016	$1.60

Plus $0.005 per run. Not-found and blocked products are always free, and the first 100 found products each calendar month (UTC) cost nothing. The run log shows how many free products you have left.

You check (Starter plan)	Cost
100 products once	$0.005 (all 100 free)
1,000 products once	≈ $1.81
10,000 products once	≈ $19.81
500 products every weekday (~22 runs/month)	≈ $21.91 / month

🎁 Free trial: new to Apify? The Free plan's monthly $5 credit covers about 5,000 products at the Free-plan price, every month, enough to test on your real catalog before you pay anything.

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🚀 How to scrape Amazon ratings by ASIN (step by step)

1. Click Try for free (or Start) on this page and sign in to Apify.
2. Paste your ASINs or product URLs into the first field, one per line.
3. Bare ASINs only: pick their Marketplace (default amazon.com).
4. Click Start. A few hundred products take about a minute.
5. Open the Output tab and click Export to download Excel, CSV or JSON.
6. Optional: click Save as a new task, then Schedule it (e.g. every weekday at 08:00) to track ratings over time.

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📊 Popular use cases

• Brand & seller rating monitoring
  • Daily snapshot of every listing's rating and review count
  • Spot a rating drop the morning it happens, before it hurts conversion
• Competitor benchmarking
  • Track rival products' review velocity after their launch or promotion
  • Compare your rating to the category's top sellers
• Multi-country catalog health
  • Same product, many marketplaces: find the countries where it underperforms
• Agency & client reporting
  • Scheduled rating reports to Google Sheets, Slack or email, no manual checking
• Sales momentum & product research
  • Sort hundreds of ASINs by boughtInPastMonth and bestSellersRank to see which products really sell
  • Catch out-of-stock competitors from the availability column
• Product launch tracking
  • Measure how fast a new ASIN collects its first 100, 500 and 1,000 ratings
• Data & BI pipelines
  • Feed ratings into dashboards, pricing models or ML features via API

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🔌 Integrations & API

Connect results to Google Sheets, Slack, email, Zapier, Make, Airbyte, GitHub, webhooks and more under the Integrations tab. Or call it from code:

Python

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("k-data-lab/amazon-asin-rating-scraper").call(
    run_input={"asins": ["B0G7RYP439", "https://www.amazon.de/dp/B0GDHRZFWH"]}
)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["asin"], item.get("rating"), item.get("ratingsCount"))

JavaScript

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_APIFY_TOKEN>' });
const run = await client.actor('k-data-lab/amazon-asin-rating-scraper').call({
    asins: ['B0G7RYP439', 'https://www.amazon.de/dp/B0GDHRZFWH'],
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.table(items.map(({ asin, rating, ratingsCount }) => ({ asin, rating, ratingsCount })));

cURL (run and get the results in one request)

curl -X POST "https://api.apify.com/v2/acts/k-data-lab~amazon-asin-rating-scraper/run-sync-get-dataset-items?token=<YOUR_APIFY_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"asins": ["B0G7RYP439", "B0G7QZ7RMD"]}'

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💡 Tips for best results

• Test with 10–20 products first to check the marketplace setting and the output format.
• Use full product URLs for non-US products. That way each one is scraped on the right site, even in a mixed list.
• Variants share reviews. Color and size variants of one product usually show the same rating and count, because Amazon pools them.
• Schedule instead of re-running by hand. The scrapedAt field lets you stack runs into a history in Sheets or your database.
• Leave the proxy and memory defaults alone. They're tuned for speed and cost.

🤝 When to use this vs a full Amazon product scraper

• Use this actor when you need ratings, review counts, star mix, price, rank, monthly sales badge and stock for a known list of products, especially many products, often.
• Use a full product scraper when you also need descriptions, bullet points, all images, variants or every seller offer.
• Use a review scraper when you need the individual review texts.

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❓ FAQ

Is there a free allowance? Yes. The first 100 products that return data each calendar month (UTC) are free on every plan. The actor keeps the counter in a small key-value store named k-data-lab-free-quota in your own Apify account, holding nothing but the number.

How do I check Amazon ratings for many ASINs at once? Paste them all into the input, one per line. A list of thousands is fine; ~3,400 products take about 5½ minutes.

Which Amazon countries are supported? 19 sites: amazon.com, .co.uk, .de, .fr, .it, .es, .nl, .se, .pl, .com.tr, .co.jp, .in, .ca, .com.mx, .com.br, .com.au, .ae, .sa and .sg.

Do I need an Amazon account, cookies or the Amazon API? No. Only public product pages are read.

Why does a product show found: false? It isn't sold on that marketplace or has been delisted. Check the marketplace, or pass the full product URL. You aren't charged for it.

Why is rating null with ratingsCount: 0? The product has no ratings yet. That's real data, not an error.

Does it return the 5-star / 1-star breakdown or the review texts? The breakdown, yes: starBreakdown gives the % of 5★…1★ ratings whenever the product page shows it. Individual review texts, no. That's what keeps it fast and cheap; use a review scraper for those.

Can I see how many units a product sold? Amazon doesn't publish exact sales, but many listings show a "bought in past month" badge (50+, 1K+, 10K+). The actor returns it as boughtInPastMonth (a sortable number) plus the original text. Combine it with bestSellersRank and run it on a schedule to track sales momentum for your own or competitors' products.

Can I schedule it and send results to Google Sheets? Yes. Save your input as a task, add a schedule, and connect the Google Sheets integration.

Is it legal to scrape Amazon ratings? This actor only collects publicly available product data and no personal data. You're responsible for how you use the results. Check Amazon's terms and the laws that apply to you.

Something doesn't look right. How do I get help? Open an issue on the Issues tab with the run link and a few example ASINs.

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💬 Your feedback

Missing a marketplace, field or integration? Tell us on the Issues tab. If this actor saves you time, please leave a ⭐ review, because it helps other people find it.

🔖 Tags: amazon rating scraper · amazon review count · amazon bought in past month · amazon sales estimate · amazon stock checker · asin lookup · bulk asin checker · amazon star rating · review monitoring · amazon competitor tracking · amazon seller tools · ecommerce data · amazon api alternative