Amazon Reviews Scraper (for Product Insights)

What Is Amazon Review Scraping?

Extract structured review data from Amazon products by simply providing a URL. Input a product link and automatically gather reviews, ratings, reviewer information, and verified purchase status. Get complete customer feedback data—no coding required.

• ✅ Bulk Review Collection — Extract thousands of reviews from a single product
• ✅ Complete Review Data — Review text, star ratings, reviewer names, dates, verified purchase status
• ✅ No Coding Required — Enter a URL and get results instantly
• ✅ Free Trial — 2,000 reviews free for new users

Why Use Amazon Review Scraping?

CoreClaw helps you track review trends, identify customer pain points, analyze feedback at scale, uncover product improvement opportunities, monitor brand reputation, and make data-driven decisions right away.

Who Is This Tool For?

📊 Amazon FBA Sellers

Need: Monitor customer feedback, identify product improvement opportunities, track competitor reviews

🎯 E-Commerce Product Managers

Need: Analyze customer sentiment, uncover pain points, prioritize product development

💼 Market Researchers

Need: Collect review data for competitive analysis, market trends, and consumer behavior research

🚀 Brand Managers

Need: Monitor brand reputation, track product sentiment, proactively identify PR issues

📈 Data Analysts

Need: Extract review data for sentiment analysis, NLP training, and business intelligence

Scrapable Data Fields

Quick Start Guide

Step 1: Sign Up for Free

Create your CoreClaw account. No credit card required. Get 2,000 reviews free, right away.

Step 2: Open the Tool

Launch the Amazon Review Scraper from your dashboard. No setup or configuration needed.

Step 3: Enter the Product Link

Input an Amazon product URL or ASIN. Optional filters: star rating, number of reviews, sort order.

Step 4: Run and Export

Click "Start" and let our servers extract the reviews. Download results in JSON, CSV, or Excel format within minutes.

JSON Response Example

{
  "asin": "B0BN95PXNV",
  "productTitle": "Apple iPhone 14 Plus, 128GB, Midnight",
  "productUrl": "https://www.amazon.com/Apple-iPhone-14-Plus-Midnight/dp/B0BN95PXNV",
  "averageRating": 4.5,
  "totalReviews": 2847,
  "reviews": [
    {
      "reviewId": "R1234567890",
      "reviewTitle": "Great phone with excellent battery life",
      "reviewText": "I've been using this iPhone for 3 months and couldn't be happier...",
      "rating": 5,
      "reviewDate": "2026-04-15",
      "reviewerName": "John D.",
      "reviewerLocation": "New York, NY",
      "verifiedPurchase": true,
      "helpfulVotes": 234,
      "unhelpfulVotes": 12,
      "reviewerRank": "Top 500 Reviewer",
      "productVariant": "Midnight, 128GB",
      "reviewImages": [
        "https://m.media-amazon.com/images/..."
      ]
    },
    {
      "reviewId": "R0987654321",
      "reviewTitle": "Good phone but pricey",
      "reviewText": "The camera quality is excellent, but the price is quite high...",
      "rating": 4,
      "reviewDate": "2026-04-10",
      "reviewerName": "Sarah M.",
      "reviewerLocation": "Los Angeles, CA",
      "verifiedPurchase": true,
      "helpfulVotes": 156,
      "unhelpfulVotes": 8,
      "reviewerRank": "Verified Purchaser",
      "productVariant": "Midnight, 256GB",
      "reviewImages": []
    }
  ]
}

Why Choose CoreClaw?

1️⃣ Robust IP Block Protection

• Rotating residential proxies with advanced anti-detection technology

2️⃣ Full Review Coverage

• Scrape all available reviews to acquire comprehensive customer feedback

3️⃣ No API Key Required

• No API costs and unlimited scraping access

4️⃣ Real-Time Data

• Extract Amazon data in real time to get the latest reviews

FAQ

How many reviews can I extract from a single product? You can extract all publicly available reviews on a product. Most products have 100-5,000+ reviews available.

Is scraping Amazon reviews legal? Extracting publicly available review data is generally permissible. Please review Amazon's Terms of Service and local regulations for your specific use case.

How often are reviews updated? Reviews are extracted from Amazon in real time, so you always receive the latest available reviews.