Amazon Reviews Scraper

Get the public review snapshot of Amazon products in bulk as clean JSON - star rating, ratings count, the 5..1-star histogram, Amazon's AI "Customers say" summary (per-aspect sentiment, mention counts and the quoted review snippets) and the top reviews shown on the product page. No Amazon account, no cookies, no login, no proxies or browsers to configure. Works on 20 Amazon marketplaces, by product URL or ASIN.

Scope - please read

This Actor returns what Amazon shows a signed-out visitor on the product page. Amazon keeps its complete review list behind sign-in, so this is not a full review export:

• Top reviews: typically 8 to 13 per product - the marketplace's own top reviews first, then "top reviews from other countries" (flagged with fromOtherCountry). You cannot page deeper or sort by newest.
• Gated products: for some products Amazon replaces the top reviews with a "sign in to see customer reviews" prompt - this is common on amazon.com. The product then comes back with reviewsGated: true and an empty reviews list, but still with the rating, ratings count, histogram and the "Customers say" summary including its quoted review snippets. The same ASIN on amazon.co.uk, .de or .ca usually shows its reviews. Turn on Only products with reviews to skip gated products (they are then not billed).

For rating monitoring, review sentiment sampling and competitor tracking this snapshot is usually what you need. If you need every historical review of a product, this Actor is not that.

What you get per product

• asin, marketplace, url, product title
• rating (e.g. 4.6) and reviewCount (global ratings)
• histogram - percent of ratings per star, {"5": 80, "4": 12, "3": 5, "2": 1, "1": 2}
• customersSay - Amazon's AI summary: overall summary text and aspects, each with name, sentiment (positive / negative / mixed), mentions, positive, negative, its own summary and excerpts (quoted review snippets with review id and link)
• reviewsGated and reviewsReturned
• reviews - the top reviews, each with id, url, author, rating, title, body, date (ISO), dateRaw, country, fromOtherCountry, language, verified (Verified Purchase), helpfulVotes, variant (e.g. size or colour) and images

Every product has the same keys; a value the page does not show is null.

One row per review: the dataset has a Reviews view (and the "Reviews (one row per review)" output link) that unwinds the reviews list into one row per review with the product's ASIN and marketplace. Through the API, add ?unwind=reviews&omit=customersSay,histogram to the dataset items URL.

Input

Field	Type	Default	Description
urls	array	-	Amazon product URLs, e.g. https://www.amazon.co.uk/dp/B071914GGL. The marketplace is read from the URL.
asins	array	-	ASINs, looked up on marketplace. Use instead of or with urls.
marketplace	string	amazon.com	Marketplace for the ASINs (20 supported).
only_with_reviews	boolean	false	Skip (and do not bill) products whose top reviews Amazon gates behind sign-in.
proxy_country	string	""	Optional exit country (ISO-2). Leave empty.
concurrency	integer	3	Products fetched at the same time (1-5).

With no products given, the Actor runs on an example product.

Example input

{
  "urls": ["https://www.amazon.co.uk/dp/B071914GGL"],
  "asins": ["B0D1XD1ZV3", "B071914GGL"],
  "marketplace": "amazon.de"
}

Output

One dataset item per product (shortened):

{
  "asin": "B071914GGL",
  "marketplace": "amazon.co.uk",
  "url": "https://www.amazon.co.uk/dp/B071914GGL",
  "title": "The Ordinary Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone",
  "rating": 4.6,
  "reviewCount": 63712,
  "histogram": { "5": 80, "4": 12, "3": 5, "2": 1, "1": 2 },
  "reviewsGated": false,
  "reviewsReturned": 13,
  "customersSay": {
    "summary": "Customers find the toner effective and worth the price, noting it makes their skin look brighter and feel smoother ...",
    "aspects": [
      {
        "name": "Effectiveness",
        "sentiment": "positive",
        "mentions": 552,
        "positive": 502,
        "negative": 50,
        "summary": "Customers find the toner effective and love using it ...",
        "excerpts": [
          { "reviewId": "RUKZ8D3HFFG45", "url": "https://www.amazon.co.uk/gp/customer-reviews/RUKZ8D3HFFG45", "text": "Great product - I use twice a week only. No sting on my sensitive skin." }
        ]
      }
    ]
  },
  "reviews": [
    {
      "id": "R18CHPLG382X66",
      "url": "https://www.amazon.co.uk/gp/customer-reviews/R18CHPLG382X66",
      "author": "Ma'at",
      "rating": 5.0,
      "title": "Instant results - my skin is glowing!",
      "body": "This Glycolic Acid 7% Exfoliating Toner from The Ordinary is a game changer! ...",
      "date": "2026-08-30",
      "dateRaw": "Reviewed in the United Kingdom on 30 August 2026",
      "country": "United Kingdom",
      "fromOtherCountry": false,
      "language": "en-GB",
      "verified": true,
      "helpfulVotes": 5,
      "variant": "Size Name: 240 ml (Pack of 1)",
      "images": []
    }
  ]
}

Products that fail (unknown ASIN, product with no ratings yet, blocked after retries) and gated products skipped with Only products with reviews are listed in the ERRORS record of the key-value store and are not billed.

Pricing

$2 per 1000 products. Each product includes its rating, histogram, "Customers say" summary and all the top reviews Amazon shows (typically 8 to 13) at no extra charge - about $0.15 to $0.25 per 1000 reviews. A gated product (rating and summary, no reviews) is billed as a product unless you turn on Only products with reviews. Failed products are not charged.

Use cases

• Rating monitoring - track star rating, ratings count and histogram over time, across marketplaces.
• Voice of the customer - Amazon's own per-aspect sentiment (what buyers praise and complain about) with mention counts, ready to chart.
• Competitor tracking - compare rival products' ratings, aspects and recent top reviews.
• Review sentiment sampling - feed the top reviews into your own sentiment or theme analysis.

Supported marketplaces

amazon.com, amazon.co.uk, amazon.de, amazon.fr, amazon.it, amazon.es, amazon.nl, amazon.se, amazon.pl, amazon.com.be, amazon.com.tr, amazon.ca, amazon.com.mx, amazon.com.br, amazon.co.jp, amazon.in, amazon.ae, amazon.sa, amazon.sg, amazon.com.au.