Amazon Reviews Scraper — Sentiment + Pros/Cons Extraction

Extract Amazon product reviews with automatic pros/cons extraction and sentiment analysis. The only Amazon scraper that breaks down each review into positive and negative aspects automatically.

HTTP-only with stealth (curl_cffi + Chrome TLS), 256MB. Apify Residential proxy required.

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What makes this unique

Feature	This actor	Other Amazon scrapers
Review text + rating + author	Yes	Yes
Sentiment score (per review)	Yes	No
Pros extraction (positive sentences)	Yes	No
Cons extraction (negative sentences)	Yes	No
Aspects (camera, battery...)	Yes	No
Verified purchase flag	Yes	Most
Multi-marketplace (com/fr/de/uk)	Yes	Some

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Quick start

Reviews for a product

{
  "asins": ["B0DKJYXTF9"],
  "marketplace": "com",
  "maxReviewsPerProduct": 100,
  "extractProsCons": true,
  "proxyConfig": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Critical reviews only (1-2 stars)

{
  "asins": ["B0DKJYXTF9"],
  "filterByStar": "critical",
  "maxReviewsPerProduct": 50
}

Multiple products from URLs

{
  "urls": [
    "https://www.amazon.com/dp/B0DKJYXTF9",
    "https://www.amazon.com/dp/B0CKLMRJ2X"
  ],
  "marketplace": "com"
}

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Input

Parameter	Type	Default	Description
asins	array	—	List of ASINs (10-char codes)
urls	array	—	Product URLs (ASIN extracted)
marketplace	enum	com	com, fr, de, co.uk, es, it, ca, co.jp
filterByStar	enum	all	all, 5_star, 4_star, 1_star, positive, critical
sortBy	enum	recent	recent, helpful
extractProsCons	bool	true	Auto-extract pros/cons per review
maxReviewsPerProduct	int	50	Max 500
proxyConfig	object	Residential	Required

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Output (per review)

{
  "type": "review",
  "id": "R3OEHK6S0VOL",
  "asin": "B0DKJYXTF9",
  "marketplace": "com",
  "title": "Great quality but the battery life is short",
  "body": "I love the build quality and it feels premium in hand. The screen is gorgeous. However, the battery dies after just 4 hours of use. Customer support was unhelpful when I reported it. Would still recommend overall but with caveats.",
  "rating": 4,
  "author": "John D.",
  "date": "March 15, 2026",
  "country": "the United States",
  "verified": true,
  "helpful_count": 23,
  "variation": "Color: Silver Size: 256GB",
  "url": "https://www.amazon.com/gp/customer-reviews/R3OEHK6S0VOL",
  "product_url": "https://www.amazon.com/dp/B0DKJYXTF9",

  "product_title": "iPhone 15 Pro 256GB",
  "product_average_rating": 4.5,
  "product_total_reviews": 12453,

  "sentiment_score": 1.2,
  "sentiment_label": "positive",

  "pros": [
    "I love the build quality and it feels premium in hand",
    "The screen is gorgeous",
    "Would still recommend overall"
  ],
  "cons": [
    "the battery dies after just 4 hours of use",
    "Customer support was unhelpful when I reported it"
  ],
  "aspects": ["build quality", "screen", "battery"]
}

---

How pros/cons extraction works

1. Bullet detection — phrases marked with +, -, Pros:, Cons: are explicitly classified
2. Sentence splitting — review body is split into sentences
3. AFINN-165 scoring — each sentence gets a sentiment score
4. Classification — score > +0.8 → pros, score < -0.8 → cons
5. Aspect extraction — noun phrases preceded by "the/its/this" + opinion verb

Built-in, no external API. Handles negation ("not good" = negative).

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Pricing

$0.002 per review = $2 per 1,000 reviews.

Scenario	Reviews	Cost
1 product, 50 reviews	50	$0.10
5 products, 100 each	500	$1.00
10 products, 200 each	2,000	$4.00

Apify Residential proxy adds ~$0.20/1K to your account (separate billing).

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Use cases

• Brand monitoring — auto-classify pros/cons per review for brand managers
• Product research — surface top complaints across competitors
• Market intelligence — track sentiment trends over time
• Customer support — find recurring issues in negative reviews
• Marketing copy — extract real customer quotes for ads/landing pages
• Competitor analysis — compare pros/cons of multiple products

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Technical notes

• curl_cffi with Chrome 131 TLS impersonation = bypasses Amazon's bot detection at TLS layer
• Apify Residential proxy required — Amazon blocks datacenter IPs for review pages
• Session bootstrap — visits homepage first to set cookies before fetching reviews
• Pagination — 10 reviews per page, max ~5,000 per product (Amazon limit)
• Multi-marketplace — works on Amazon US, FR, DE, UK, ES, IT, CA, JP

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Connect with Make, Zapier & n8n

from apify_client import ApifyClient

client = ApifyClient("YOUR_TOKEN")
run = client.actor("dltik/amazon-reviews-scraper").call(run_input={
    "asins": ["B0DKJYXTF9"],
    "marketplace": "com",
    "extractProsCons": True
})

for r in client.dataset(run["defaultDatasetId"]).iterate_items():
    if r.get("sentiment_label") == "negative":
        print(f"⚠️ {r['title']}")
        for con in r.get("cons", []):
            print(f"   - {con}")

---

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HelloWork	French job board	$1/1K