Amazon Customer Review & Rating Summary Scraper

Get Amazon customer reviews and a product-level rating summary by product URL, keyword, or category, with star-rating and sort filters, across 23 Amazon domains.

Open in Apify Store$0.99 / 1K on Free

Short answer

Amazon Customer Review & Rating Summary Scraper is an Apify Store Actor for Amazon data that returns 28 published output fields, including productAsin, ratingScore, reviewTitle, sourceUrl. It lists $0.99 per 1,000 results on the Free plan (pay per event), $0.49 on the Business plan. It takes 18 input settings, none required. It covers 5 of the 8 core Amazon fields this site tracks. Last updated Nov 6, 2026.

From the public Store listing and published build schema, synced 2026-11-12.
Amazon EcommerceAutomationLead generation

What it returns

28 fields from the published dataset schema. Export as JSON, CSV or Excel, or read the dataset through the Apify API.

  • productAsin
  • ratingScore
  • reviewTitle
  • reviewDescription
  • isVerified
  • reviewedIn
  • reviewReaction
  • variant
  • reviewImages
  • position
  • reviewId
  • helpfulCount
  • reviewDate
  • reviewLocation
  • sentimentHint
  • wordCount
  • hasImages
  • imageCount
  • scrapedAt
  • sourceUrl
  • reviewUrl
  • isVineVoice
  • reviewVideos
  • hasVideos
  • reviewHash
  • source
  • sourceMarketplace
  • reviewedProductAsin

Not in the schema among the core Amazon fields: price, seller, rank. The field matrix shows which other tools return them.

How it differs from the other Amazon Actors

Among the 12 catalogue Actors for Amazon with a published schema, only this one returns reviewVideos.

Pick another Actor if you need

Fields other Amazon catalogue Actors return that Amazon Customer Review & Rating Summary Scraper does not
ActorFields it addsPrice / 1K
Amazon Multi-Domain Product Price & Detail Scraper price, reviewsCount, inStock, brand $0.99
Amazon Review Aggregates & Extended History Scraper videoCount $0.99
Amazon Best Sellers & Rankings Scraper brand, byline, format, chartType $0.99
Amazon Deals Grid Tracker by Category & Discount dealPrice, savingsPercent, dealEndsAt, category $0.99
Amazon Search, Category & Seller Listings Extractor price, reviewsCount, inStock, brand $0.99

Input

Input settings for Amazon Customer Review & Rating Summary Scraper
SettingTypeRequiredDefaultWhat it does
productUrls array No – Amazon product URLs (/dp/, /gp/product/, /gp/aw/d/, /product/) or bare 10-character ASINs, on any supported Amazon domain. Leave empty to discover products from `keywords`/`categoryUrls` instead.
keywords array No [] Search terms used to discover products when `productUrls` is empty (e.g. "wireless earbuds"). Each keyword contributes up to `maxProductsToDiscover` products.
categoryUrls array No [] Advanced discovery: Amazon `/s?...` search URLs or `/b?node=...` category URLs. Used only when `productUrls` is empty.
maxProductsToDiscover integer No 5 Maximum products discovered from each keyword or category URL (1-50). Ignored when `productUrls` is supplied.
country string No amazon.com Amazon storefront to use for bare ASINs, discovery, and products whose URL does not carry a domain. Product URLs keep their own domain.
maxReviews integer No 100 Hard cap per product after merging and deduplication (1-2000). The product-page sample alone yields about 8-13 rows; the optional extended feed can add 100-800+ for popular US products. In optional cookie mode this is the paginated cap.
extendedHistory boolean No true Merge Amazon's public extended review feed for each ASIN (no login): up to 100 rows per star/sort bucket, typically 100-800+ unique reviews for popular US products, deduplicated against the product-page sample. Coverage varies by ASIN and the feed carries Amazon.com reviews only.
mergeMarketplaces array No [] Fetch the same product on these additional Amazon marketplaces and merge their deduplicated product-page reviews. Empty = the product's own marketplace only.
sortBy string No helpful Order of the returned reviews: most helpful first, or most recent first.
filterByStar string No – Keep only reviews with this rating. `positive` keeps 4-5 stars and `critical` keeps 1-2 stars. Applied after merging, so narrow filters can legitimately return few or no rows.
Show the other 8 settings
More input settings for Amazon Customer Review & Rating Summary Scraper
SettingTypeRequiredDefaultWhat it does
verifiedPurchasesOnly boolean No false Keep only reviews carrying Amazon's Verified Purchase badge. Applied server-side in the extended feed (and cookie mode) and client-side for product-page rows.
filterKeywords array No [] Keep only reviews whose title or text contains at least one of these keywords (case-insensitive). Empty = no keyword filter.
reviewsNewerThan string No – Keep only reviews dated on or after this date (YYYY-MM-DD or any ISO date). Reviews whose localized date cannot be parsed are kept. Empty = no date filter.
mediaReviewsOnly boolean No false Keep only reviews that include at least one reviewer-uploaded image or video.
includeImages boolean No true Extract full-resolution image and video URLs uploaded by reviewers.
includeAggregates boolean No true Emit one `amazon_review_aggregate` record per product with product title, average rating, global ratings count, star histogram, derived per-star counts, and Amazon's "Customers say" summary with aspects. The histogram is filled from the rating-summary popover when the page omits it.
includeGdprSensitive boolean No false Include reviewer display name, profile link, and avatar. Leave off for GDPR-sensitive workloads.
cookieString string No – Optional. Paste your own logged-in Amazon session cookie (the literal Cookie header value) to use paginated /product-reviews/ and unlock deeper history. Never required; the actor returns real public data without it. Never paste a password.

Example input

Built from the input form's published example values and defaults.

{
  "productUrls": [
    "https://www.amazon.com/dp/B09X7MPX8L"
  ],
  "keywords": [],
  "categoryUrls": [],
  "maxProductsToDiscover": 5,
  "country": "amazon.com",
  "maxReviews": 15,
  "extendedHistory": true,
  "mergeMarketplaces": [],
  "sortBy": "helpful",
  "verifiedPurchasesOnly": false,
  "filterKeywords": [],
  "mediaReviewsOnly": false,
  "includeImages": true,
  "includeAggregates": true,
  "includeGdprSensitive": false
}

Run it from code or an AI agent

The same run through the Apify API, with the example input. You need an Apify API token; the run is billed to your account at the Store price.

Python

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run_input = {
    "productUrls": [
        "https://www.amazon.com/dp/B09X7MPX8L"
    ],
    "keywords": [],
    "categoryUrls": [],
    "maxProductsToDiscover": 5,
    "country": "amazon.com",
    "maxReviews": 15,
    "extendedHistory": True,
    "mergeMarketplaces": [],
    "sortBy": "helpful",
    "verifiedPurchasesOnly": False,
    "filterKeywords": [],
    "mediaReviewsOnly": False,
    "includeImages": True,
    "includeAggregates": True,
    "includeGdprSensitive": False
}

run = client.actor("vexaloom-labs/amazon-customer-review-and-rating-summary-scraper").call(run_input=run_input)
if run is None:
    raise RuntimeError("The Actor run was not found.")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

pip install apify-client

JavaScript

import { ApifyClient } from "apify-client";

const client = new ApifyClient({ token: "<YOUR_APIFY_TOKEN>" });
const input = {
    "productUrls": [
        "https://www.amazon.com/dp/B09X7MPX8L"
    ],
    "keywords": [],
    "categoryUrls": [],
    "maxProductsToDiscover": 5,
    "country": "amazon.com",
    "maxReviews": 15,
    "extendedHistory": true,
    "mergeMarketplaces": [],
    "sortBy": "helpful",
    "verifiedPurchasesOnly": false,
    "filterKeywords": [],
    "mediaReviewsOnly": false,
    "includeImages": true,
    "includeAggregates": true,
    "includeGdprSensitive": false
};

const run = await client.actor("vexaloom-labs/amazon-customer-review-and-rating-summary-scraper").call(input);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

npm install apify-client

cURL

curl -X POST "https://api.apify.com/v2/actors/vexaloom-labs~amazon-customer-review-and-rating-summary-scraper/run-sync-get-dataset-items"   -H "Authorization: Bearer $APIFY_TOKEN"   -H "Content-Type: application/json"   -d '{"productUrls":["https://www.amazon.com/dp/B09X7MPX8L"],"keywords":[],"categoryUrls":[],"maxProductsToDiscover":5,"country":"amazon.com","maxReviews":15,"extendedHistory":true,"mergeMarketplaces":[],"sortBy":"helpful","verifiedPurchasesOnly":false,"filterKeywords":[],"mediaReviewsOnly":false,"includeImages":true,"includeAggregates":true,"includeGdprSensitive":false}'

Waits for the run and returns the dataset items (runs over 300 seconds return HTTP 408; start an async run instead).

MCP (AI agents)

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com?tools=vexaloom-labs/amazon-customer-review-and-rating-summary-scraper",
      "headers": {
        "Authorization": "Bearer <YOUR_APIFY_TOKEN>"
      }
    }
  }
}

Adds this Actor as a tool in an MCP client that takes a remote server URL (Cursor, VS Code, Claude Code) through Apify's hosted MCP server. OAuth sign-in also works without the header. Clients that only start local servers can wrap the URL with npx mcp-remote.

What a run costs

The result rate falls on higher Apify plans. Each figure is the published per-result rate times the number of results.

Cost of Amazon Customer Review & Rating Summary Scraper results by Apify plan
Apify planPer 1,00010,000 results100,000 results
Free plan$0.99$9.90$99
Starter plan$0.82$8.20$82
Scale plan$0.66$6.60$66
Business plan$0.49$4.90$49
  • Every run also has a start event, charged per GB of memory (minimum one): $0.10 on Free, $0.03 on Business. At its default memory of 4 GB a run starts at $0.40 on Free. Fewer, larger runs keep this small.
  • The Free plan includes $5 of monthly usage (Apify pricing, checked 2026-11-11); at the Free rate that covers at most about 5,050 results, less start events and platform usage.
  • Worked example: 10,000 results in one run on the Free plan cost $10.30 ($9.90 for results + $0.40 start), plus Apify platform usage (compute), billed separately by Apify.
  • Pay per event. Platform usage (compute) is billed by Apify on top of the event prices. Compare other tools in the cost estimator.

Where it fits among Amazon routes

It ranks 3 of 12 catalogue Actors for Amazon on the published formula (fields, price, reliability, freshness). Its line is highlighted on the map.

Route diagram for Amazon dataAmazon Multi-Domain Product Price & Detail Scraper: stops at 5 of the 10 fields shown; Amazon Review Aggregates & Extended History Scraper: stops at 4 of the 10 fields shown; Amazon Customer Review & Rating Summary Scraper: stops at 4 of the 10 fields shown; Amazon Best Sellers & Rankings Scraper: stops at 7 of the 10 fields shown; Other Store tools (6): stops at 10 of the 10 fields shown; Amazon Creators API (replaced the Product Advertising API) and Selling Partner API: limited, field coverage not compared.AmazonpricereviewssellerrankasintitlebrandrecordTypescrapedAtisPrime1234+API

Stops are fields. A ring means the field is in that route's published output schema; no ring means the line passes without it. Bold labels are the core fields for this website, the rest are fields that differ between routes. A white capsule means every data line stops there. The red line is the official API; its field coverage is not compared. A crossed red line means there is no open official API.

Official route: Amazon Creators API (replaced the Product Advertising API) and Selling Partner API

Limited access. Product Advertising API 5 is deprecated: calls now return HTTP 403 with a message to migrate to the Creators API, its successor for catalog data (SearchItems, GetItems, GetVariations, GetBrowseNodes). The Selling Partner API serves authorized sellers. Neither is an open general-purpose retail data API.

No per-call price is published for the Creators API.

Official documentation

Other Store tools for Amazon

Reference only, from their public listings.

Other Store tools for Amazon
ToolFieldsPrice / 1K
Amazon Product Details Scraper45$1.50
Amazon Product Scraper30$2.00
Amazon Product Search Scraper: Rank, Price & Details44$2.00
Amazon Product Scraper23$2.00
Amazon Product Scraper57$5.00

What people use it for

  • Analyze customer feedback
  • Track product ratings

Other catalogue Actors for Amazon

Amazon Multi-Domain Product Price & Detail Scraper

Pull pricing, ratings, seller, variant and technical detail for Amazon products by URL or ASIN, across 21 country domains, with optional delivery…

5/8 core fields 9 output fields $0.99 per 1K

Amazon Review Aggregates & Extended History Scraper

Collect Amazon customer reviews and rating summaries by product URL, ASIN, or keyword across 19 marketplaces, with star-rating and sort filters,…

5/8 core fields 28 output fields $0.99 per 1K

Amazon Best Sellers & Rankings Scraper

Scrape Amazon's Best Sellers, New Releases, Most Wished For, Most Gifted and Movers & Shakers charts. Get rank, ASIN, title, price, rating and…

6/8 core fields 28 output fields $0.99 per 1K

Amazon Deals Grid Tracker by Category & Discount

Pull Amazon's Today's Deals grid across 23 marketplaces, with deal price, list price, savings amount/percent, deal type, brand, and department for…

5/8 core fields 8 output fields $0.99 per 1K

Amazon Search, Category & Seller Listings Extractor

Get Amazon products from search results, categories, seller storefronts, or ASIN lookups across 20+ marketplaces, with price, rating, badges,…

5/8 core fields 8 output fields $0.99 per 1K

Amazon Creator Storefront & Idea List Scraper

Pull Amazon creator storefronts by handle: profile info and affiliate disclosure, every curated Idea List with its products and prices, and…

4/8 core fields 11 output fields $0.99 per 1K

Sephora Catalog Price & Rating Finder

Search Sephora's product catalog by keyword, bestsellers, or new arrivals, filtered by rating, brand, and price, with merchandising flags, review…

24 output fields $0.99 per 1K

Trustpilot Review & Business Rating Scraper

Pull Trustpilot reviews or per-business rating summaries for any number of domains in one run, filtered by rating, language, date range, keyword,…

9 output fields $0.99 per 1K

Amazon Third-Party Seller Profile & Storefront Catalog

Look up an Amazon third-party seller's public business details, feedback history and ratings histogram, plus every product listed in their…

9 output fields $0.99 per 1K

Best Buy Price Drop & Stock Tracker

Search Best Buy by keyword or product URL to get current and regular price, savings, rating, review count, brand, model and stock status for each…

17 output fields $0.99 per 1K

Booking.com Hotel Price & Rating Snapshot Scraper

Get a quick snapshot of Booking.com hotel prices, ratings, review counts and distance from downtown for any destination and date range, without…

31 output fields $0.99 per 1K

Booking.com Things-to-Do Price & Rating Snapshot

Get Booking.com tours and activities for a destination with price, currency, rating, review count and a photo for each listing, by city or a…

82 output fields $0.99 per 1K

Questions people ask

How much does Amazon Customer Review & Rating Summary Scraper cost?

The published result rate depends on your Apify plan: $0.99 per 1,000 on Free, $0.82 per 1,000 on Starter, $0.66 per 1,000 on Scale, $0.49 per 1,000 on Business. So 10,000 results cost about $9.90 on the Free plan and $4.90 on Business, plus a start fee of $0.10 per run per GB of memory on Free. Platform usage is billed separately.

What data does Amazon Customer Review & Rating Summary Scraper return?

Its published output schema lists 28 fields: productAsin, ratingScore, reviewTitle, reviewDescription, isVerified, reviewedIn, reviewReaction, variant, reviewImages, position, reviewId, helpfulCount, and 16 more. A listed field is not guaranteed to be filled in every row.

What input does Amazon Customer Review & Rating Summary Scraper need?

No input is strictly required; the defaults run as is. Common settings: productUrls, keywords, categoryUrls, maxProductsToDiscover, country, maxReviews.

What are the alternatives to Amazon Customer Review & Rating Summary Scraper for Amazon?

12 catalogue Actors cover Amazon. Close alternatives: Amazon Multi-Domain Product Price & Detail Scraper; Amazon Review Aggregates & Extended History Scraper; Amazon Best Sellers & Rankings Scraper. The Amazon page compares all of them field by field.

How do I run Amazon Customer Review & Rating Summary Scraper from Python or the API?

Use the Apify API client: in Python, ApifyClient(token).actor("vexaloom-labs/amazon-customer-review-and-rating-summary-scraper").call(run_input=...), then read the run's default dataset (run.default_dataset_id); in JavaScript the same call is client.actor("vexaloom-labs/amazon-customer-review-and-rating-summary-scraper").call(input). Without a client, POST the input JSON to https://api.apify.com/v2/actors/vexaloom-labs~amazon-customer-review-and-rating-summary-scraper/run-sync-get-dataset-items with your API token. Ready-to-paste code with the example input is on this page.

Sources

Actor updated 2026-11-06 Data synced 2026-11-12
Cite this page

Scraper Finder. "Amazon Customer Review & Rating Summary Scraper." https://scraperfinder.com/catalogue/amazon-customer-review-and-rating-summary-scraper/ (data checked 2026-11-12).

Run Amazon Customer Review & Rating Summary Scraper

$0.99 per 1,000 results. Paste the example input above, set your Amazon query, then export the dataset. Still choosing? Compare every Amazon route.

Open in Apify Store