Amazon Review Summary Scraper

Turn Amazon product reviews into one AI summary row per ASIN. Instead of exporting hundreds of raw review rows, you get themes, praise, complaints, and aspect-level sentiment (sound quality, battery life, shipping, value, and more) in a single structured record—ideal for competitive intelligence, catalog QA, and e-commerce analytics pipelines.

Paste a public product URL such as https://www.amazon.com/dp/B0D1XD1ZV3 or pass ASINs directly. No Amazon seller login is required.

What can this Amazon review summary scraper do?

• Collect public customer review excerpts for each ASIN (from the product page and, when available, review listing pages).
• Generate an AI summary with recurring themes, top praise, and top complaints.
• Return aspect-level sentiment (positive, negative, mixed, or neutral) with short explanations.
• Output one dataset row per product, similar to high-level review summary Actors for other platforms.
• Process multiple ASINs or product URLs in a single run.
• Export JSON, CSV, or Excel and schedule runs on Apify.

What data can you extract?

Field	Meaning
asin	Amazon Standard Identification Number
productUrl	Public product detail page
title	Product title
imageUrl	Primary product image
reviewCountSampled	Number of review excerpts fed into the AI step
themes	Recurring topics across sampled reviews
praise	Repeated positive points
complaints	Repeated drawbacks or issues
aspectSentiment	Array of { aspect, sentiment, summary }
amazonCustomersSay	Amazon’s public “Customers say” overview when present
scrapedAt	ISO timestamp

Input

{
  "startUrls": [{ "url": "https://www.amazon.com/dp/B0D1XD1ZV3" }],
  "asins": ["B0D1XD1ZV3"],
  "maxReviews": 15,
  "proxyConfiguration": { "useApifyProxy": false }
}

Provide at least one Start URL or ASIN. maxReviews controls how many distinct review excerpts are sampled before summarization (default 15).

Enable Apify Proxy (datacenter) if Amazon blocks product or review pages from your IP. The Actor still collects “Customers say” excerpts from the product page when listing pages are unavailable.

Use cases

• Compare how shoppers describe rival earbuds, supplements, or appliances without reading thousands of reviews.
• Enrich product catalogs with sentiment themes for merchandising and ads.
• Monitor reputation shifts on hero SKUs on a schedule.
• Feed structured summaries into BI tools, spreadsheets, or LLM workflows.
• Qualify new suppliers by summarizing public buyer feedback at scale.
• Spot quality issues before a restock by reading complaints, not star ratings alone.
• Brief a marketplace team on why a hero SKU is winning or losing.
• Build a weekly sentiment digest for a short list of ASINs.

Pricing

Each saved product summary is one review-summary event. On the free plan that is $19.99 per 1,000 summaries (about $0.02 each). The price covers the AI summary. A small test with one product URL finishes in a few minutes.

FAQ

Does this need an Amazon login? No. Only publicly reachable product and review pages are used.

How is this different from raw review scrapers? Raw scrapers emit one row per review. This Actor emits one summary row per ASIN with AI-structured themes and aspect sentiment.

Why is reviewCountSampled lower than maxReviews? Amazon may expose fewer excerpts on the product page, or listing pages may be blocked without a proxy.

Image Credit

Banner and screenshots: Amazon.com