Reputation Intelligence

Product Review & Rating Scraping Services

Turn customer opinions into actionable insights by extracting real reviews, ratings, and feedback from across the web.

Verified & authentic reviews Multi-platform coverage Structured & clean output Sentiment-ready datasets Scalable & compliant scraping

Why Scrape Product Reviews?

Data without context is just noise. We provide structured review data that allows your team to perform deep sentiment analysis and competitive benchmarking.

Verified Purchase Detection

We filter and tag reviews to distinguish between verified buyers and general feedback.

Sentiment-Ready Formatting

Data is delivered in clean JSON/CSV formats, optimized for NLP and AI model training.

★★★★★
Sentiment: Positive (98%)

Engineered for Reliable Review Extraction

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Auto-Pagination

Our scrapers navigate through thousands of review pages automatically, ensuring no feedback is left behind.

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Anti-Bot Bypass

Smart rotation and browser fingerprinting allow us to scrape data from major retail platforms without interruptions.

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Historical & Delta Scraping

Collect years of historical reviews or set up a pipeline to scrape only the newest feedback daily.

Data Points We Capture

⭐ Ratings & Totals

Average star ratings, total review count, and rating distribution (1-5 stars).

✍️ Textual Feedback

Full review headlines, body text, and "verified purchase" badges.

👤 User Metadata

Reviewer names, locations, dates, and helpfulness upvotes.

From Raw Feedback to Structured Intelligence

Our infrastructure doesn't just "copy-paste" text. We perform advanced data cleaning to ensure your analysis is accurate.

  • De-duplication: We remove duplicate reviews across different variants.
  • Spam Filtering: Our logic identifies and flags bot-generated or low-quality reviews.
  • Currency & Unit Normalization: We ensure all numerical data is consistent for global analysis.
{
  "product_id": "B08N5WRWND",
  "rating": 4.8,
  "review_text": "Incredible battery life...",
  "verified_purchase": true,
  "sentiment_score": 0.94
}

Platforms We Extract Reviews & Ratings From

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E-Commerce Marketplaces

Amazon, Walmart, eBay, AliExpress, Target

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Quick Commerce & Food

Instacart, DoorDash, UberEats, Zomato

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Brand & D2C Websites

Shopify Stores, Nike, Sephora, Samsung

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Google & Local Listings

Google Maps, Yelp, Trustpilot, TripAdvisor

What Review & Rating Data Do We Extract?

Review-Level Data
  • Review title & full text
  • Star rating (1-5)
  • Review date & time
  • Verified purchase status
  • Reviewer name & ID
Product-Level Metrics
  • Average aggregate rating
  • Total review count
  • Rating distribution
  • Review growth (Historical)
  • Variant-specific ratings
Advanced Signals
  • Pros & Cons (Highlights)
  • Helpful votes count
  • Sentiment tags (AI ready)
  • Reviewer location
  • Attached images/video meta

Built for Sentiment Analysis & Insights

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Sentiment Analysis

Quantify customer satisfaction by categorizing feedback into positive, neutral, and negative sentiment scores.

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Feature-Level Feedback

Pinpoint specific mentions of product quality, shipping speed, or pricing to see what's driving your ratings.

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Performance Tracking

Monitor declining product performance or sudden spikes in negative reviews to intervene before your brand is impacted.

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Strategic Growth

Leverage competitor weaknesses found in their reviews to improve your own product, UX, and marketing strategies.

Who Uses This Data?

  • Brands & Manufacturers – Accelerate product improvement cycles.
  • Retailers & Marketplaces – Real-time competitor benchmarking.
  • Market Research Firms – Deep-dive consumer behavior analysis.
  • AI / NLP Teams – High-quality sentiment model training data.
  • Startups & SaaS – Powering review intelligence dashboards.

Why Choose ScraperScoop?

  • ✅ Authentic & Publicly Available Data
  • ✅ Scalable for Millions of Reviews
  • ✅ Clean, Analysis-Ready Datasets
  • ✅ Multi-Language Review Support
  • ✅ Custom Dashboard & API Options
  • ✅ Long-Term Data Partnerships

Need Customer Review Data at Scale?

Unlock customer insights that drive better decisions and faster growth.

Frequently Asked Questions

Yes, we extract only publicly available, genuine customer reviews from the target platforms.

Yes. We support daily, weekly, or real-time review tracking to help you stay on top of new feedback.

Absolutely. Our data is delivered clean and structured, specifically formatted for NLP and AI sentiment models.

Yes, we support global platforms across various regions and can extract reviews in multiple languages.

Supported Platforms

We scrape 100+ online platforms including

Don’t see your platform? We support any website or app on request.