Amazon ASIN Rating, Review Count & BSR Lookup API – No Login avatar

Amazon ASIN Rating, Review Count & BSR Lookup API – No Login

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from $1.60 / 1,000 asin scrapeds

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Amazon ASIN Rating, Review Count & BSR Lookup API – No Login

Amazon ASIN Rating, Review Count & BSR Lookup API – No Login

Bulk Amazon ASIN lookup: star ratings, review count, 5★–1★ breakdown, price, Best Sellers Rank (main + every subcategory) and units bought in past month for ASINs or product URLs on 19 marketplaces. No login or cookies. First 100 products free every month, then from $1.60/1,000.

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from $1.60 / 1,000 asin scrapeds

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K-Data Lab

K-Data Lab

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Amazon ASIN Lookup API (No Login) – Ratings, Review Count, Star Breakdown, BSR in Every Category, Price & Monthly Sales for 19 Amazon Sites

Bulk ASIN lookup: turn a list of ASINs or Amazon product URLs into a clean table of star ratings, review counts, Best Sellers Rank (main category and every subcategory) and how many units sold last month. No Amazon login, no cookies, no API keys, no browser. Paste your list, click Start, and download Excel, CSV or JSON, or call it as a REST API from your own code or AI agent.

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.

What one row looks like:

asinmarketplaceratingratingsCountstarBreakdownpricebestSellersRanksub-category BSRboughtInPastMonthavailability
B0G7RYP439amazon.com4.229915★ 69% · 4★ 10% · 3★ 6% · 2★ 6% · 1★ 9%21.994,827 in Cell Phones & Accessories406 in Cell Phone Screen Protectors1000In Stock

Run it in 3 steps: ① paste ASINs or product links (one per line) → ② pick the marketplace for bare ASINs → ③ click Start. About 3,400 products take roughly 5½ minutes.


🔍 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 in the main category and in every subcategory (e.g. #4,827 in Cell Phones & Accessories, #406 in Cell Phone Screen Protectors)
  • 📈 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.

🌍 Which Amazon site gets scraped?

You enterScraped on
A bare ASIN, e.g. B0G7RYP439The Marketplace selected in the input (default amazon.com)
A product URL, e.g. https://www.amazon.co.uk/dp/B0H2BX5FF2That 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.


🌟 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
  • Fewer gaps outside the US: Amazon sometimes serves a light product page without the rank and star breakdown (more often on UK, EU and JP sites, and almost always for unavailable listings). The actor spots it and re-fetches once on a fresh session at no extra cost to you; if the page is still light, you get the rating and count with the rank fields left null
  • Small footprint: runs on 512 MB, and more memory isn't needed
  • Monitored daily with live test runs on amazon.com and amazon.de

⚖️ Why choose this scraper?

This actorTypical 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 productsNoOften yes (every dataset row)
Mix several Amazon sites in one runYes, from the URLUsually one country per run
Default memory512 MB1–4 GB
~3,400 products~5½ minOften much longer (full page parsing)
OutputFocused: rating, count, star breakdown, price, Best Sellers Rank, image40+ fields you may not need
Star-rating breakdown (5★…1★ %)Included freeSeparate actor, often $4+ per 1,000
Best Sellers Rank in every subcategoryIncluded (bestSellersRanks)Often main category only
Monthly sales signal ("bought in past month")Included, as a numberOften missing or text only
Amazon login / cookies neededNoSometimes

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.


📥 Input

FieldRequiredDescription
ASINs or product URLs✅One per line. Bare ASINs or Amazon product links, mixed freely
Marketplace for bare ASINscom (default), co.uk, de, co.jp … Product URLs always use their own site
Parallel sessionsDefault 40, max 50. Capped automatically to fit the run's memory
ProxyDefault: Apify datacenter, auto-escalating to residential. Leave as is
Save raw pages (debug)Stores fetched HTML for troubleshooting. Off by default
Child ASIN review countsOptional, off by default. Adds per-variant review counts per star. Needs your own Amazon login (see below)
Amazon cookiesOnly for child review counts: cookies of your signed-in consumer Amazon account. Secret field, never shown in logs

Example input

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

📋 Output fields

FieldTypeDescription
asinstringThe product's ASIN
foundboolean / nulltrue = product page found · false = not sold on this marketplace / delisted · null = blocked after all retries
ratingnumber / nullAverage star rating out of 5. null if the product has no ratings yet
ratingsCountintegerTotal number of global ratings (0 if none)
starBreakdownobject / 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)
pricenumber / nullBuy-box price as a number. null when there is no buy box (e.g. only other sellers)
priceTextstring / nullPrice as displayed, with currency, e.g. $21.99, 20,69 €
bestSellersRankinteger / nullBest Sellers Rank in the main category
bestSellersCategorystring / nullThat category, in the marketplace's language
bestSellersRanksarray / nullEvery Best Sellers Rank on the page, main category first, then each subcategory: [{"rank": 4827, "category": "Cell Phones & Accessories"}, {"rank": 406, "category": "Cell Phone Screen Protectors"}]
imageUrlstring / nullMain product image, high resolution
boughtInPastMonthinteger / nullAmazon'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)
boughtInPastMonthTextstring / nullThe badge as displayed, e.g. 1K+ bought in past month
brandstring / nullBrand from the product overview
availabilitystring / nullStock message from the buy box, e.g. In Stock, Only 3 left in stock - order soon.
titlestringProduct title as shown on Amazon
urlstringProduct page link
marketplacestringAmazon site the data came from, e.g. amazon.de
scrapedAtstringScrape time, UTC, ISO 8601
errorstringOnly on blocked items: why it couldn't be scraped
childReviewCountsobject / nullOnly with child review counts on: written reviews for this exact variant per star, {"all": 94, "5": 72, "4": 8, "3": 7, "2": 6, "1": 1}
childReviewAveragenumber / nullOnly with child review counts on: average stars of this variant's written reviews
childReviewCountsNotestring / nullOnly with child review counts on: why the counts are missing (no cookies, signed out, Business account, blocked)
🔐 Optional: review counts per child ASIN (needs your login)

ratingsCount ("N global ratings") is shared by the whole variation family: every size and color of a product shows the same number. Amazon has no per-child rating total. The only per-child number is on the reviews page filtered to this variant and one star level: "N matching customer reviews". It counts ratings with a written review only, so it is lower than ratingsCount, and each marketplace has its own numbers.

Amazon shows that page only to signed-in shoppers, so this part is opt-in and uses your own session:

  1. Sign in to the Amazon store(s) you need with a normal consumer account. Amazon Business accounts get a reviews page without filters and can't see some consumer listings, so they won't work.
  2. Export the cookies with any cookie-export browser extension (JSON) and paste them into Amazon cookies. One export can cover several stores; or use {"de": "<cookie header>", "co.jp": "<cookie header>"}.
  3. Turn on Child ASIN review counts and run as usual.

Each product needs 6 extra page loads (all + 5★…1★), so these runs are slower. Requests for one store share one session and run a few at a time, like one person browsing. If the cookies expire or belong to a Business account, the run says so in childReviewCountsNote and keeps going with the no-login fields.

Price: free until 23 Nov 2026, then $0.01 per product per marketplace, on top of the normal product price, and only when the counts come back. Rows with a childReviewCountsNote (no cookies, signed out, blocked) are not charged for child counts.

📤 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": 2991,
"starBreakdown": { "5": 69, "4": 10, "3": 6, "2": 6, "1": 9 },
"price": 21.99,
"priceText": "$21.99",
"bestSellersRank": 4827,
"bestSellersCategory": "Cell Phones & Accessories",
"bestSellersRanks": [
{ "rank": 4827, "category": "Cell Phones & Accessories" },
{ "rank": 406, "category": "Cell Phone Screen Protectors" }
],
"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": 8996,
"bestSellersCategory": "Electronics & Photo",
"bestSellersRanks": [
{ "rank": 8996, "category": "Electronics & Photo" },
{ "rank": 1118, "category": "Mobile Phone Basic Cases" }
],
"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, BSR & sales signal, with the first subcategory rank as its own column), 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.


💰 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 planPer productPer 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.

🔐 Optional child ASIN review counts (needs your Amazon login, off by default): free until 23 Nov 2026, then $0.01 per product per marketplace when the counts come back. The 100 free products don't cover this add-on.

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.


🚀 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.

  • 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

🔌 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"]}'

💡 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.

🤖 Use it from AI agents (MCP)

Give Claude, ChatGPT, Cursor, VS Code or n8n a ready-made amazon-asin-rating-scraper tool through Apify's MCP server: the agent reads the input schema, runs this actor and gets the dataset back.

  • This actor only: https://mcp.apify.com?tools=actors,docs,k-data-lab/amazon-asin-rating-scraper
  • Amazon bundle (ASIN ratings + Seller Central reviews): https://mcp.apify.com?tools=actors,docs,k-data-lab/amazon-asin-rating-scraper,k-data-lab/amazon-seller-central-review-scraper

Claude Code

$claude mcp add --transport http apify "https://mcp.apify.com?tools=actors,docs,k-data-lab/amazon-asin-rating-scraper"

Claude Desktop: Settings → Connectors → Add custom connector, paste the same URL.

Cursor / VS Code (.cursor/mcp.json; in .vscode/mcp.json use "servers" and add "type": "http")

{
"mcpServers": {
"apify": {
"url": "https://mcp.apify.com?tools=actors,docs,k-data-lab/amazon-asin-rating-scraper",
"headers": { "Authorization": "Bearer <YOUR_APIFY_TOKEN>" }
}
}
}

Try asking

  • "Get the star rating, review count and BSR for ASINs B0G7RYP439 and B0G7QZ7RMD on amazon.com and amazon.de, as a table."
  • "Here is a column of 200 ASINs from my sheet: check which ones dropped below 4.3 stars on amazon.co.uk."
  • "Compare the 1-star share of these three competitor products across the US, UK and Japan Amazon sites."
  • "Look up these 50 ASINs and rank them by their subcategory Best Sellers Rank."

❓ 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.

Does it return the subcategory Best Sellers Rank? Yes. bestSellersRank / bestSellersCategory hold the main-category rank, and bestSellersRanks lists every rank Amazon shows for the product, main category first, then each subcategory (often the more useful number for niche products). Categories come in the marketplace's language.

Why are bestSellersRank or starBreakdown null for some non-US products? Amazon leaves them out of the light product page it serves for unavailable listings and, at random, for some visits. The actor retries a light page once on a fresh session; if it stays light, the row keeps the rating and count. Running those ASINs again later usually fills the gaps.

Why is price null for some products? Amazon shows no buy-box price for them: the product is out of stock, sold only by other sellers, or can't be delivered to the marketplace's default location. availability usually says which.

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.


🧰 More from K-Data Lab

Amazon & e-commerce

  • Amazon Seller Central Review Scraper & Monitor: export and monitor your brand's customer reviews from Seller Central (US, EU, JP, IN), with order ID and photos; you sign in yourself. Pairs well with this actor: track the rating here, read the reviews behind it there.

Ads, apps & travel

Korean music charts

Korean real estate


💬 Your feedback

Missing a marketplace, field or integration? Tell us on the Issues tab, and we reply the same day.

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