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Customer Sentiment Feeds Aspect-Based NLP Analysis

Product Review Scraping & Sentiment Analysis.

Extract millions of customer reviews, star ratings, verified buyer badges, and product feedback from Amazon, Walmart, Target, Google Shopping, and brand stores to fuel Voice of Customer (VoC) analytics.

100%

Verified Buyer Capture

Aspect NLP

Feature Flaw Extraction

Media

User Photos & Videos

review_sentiment_feed.json
NLP Processed
{
  "platform": "Amazon US",
  "asin": "B08N5M7S6K",
  "review_id": "R3A9K1L49182",
  "author": "Michael R.",
  "rating": 5,
  "review_title": "Incredible sound quality and battery life",
  "review_text": "Noise cancelling is best in class. Battery lasted through an entire 14-hour flight.",
  "verified_purchase": true,
  "helpful_votes": 84,
  "nlp_sentiment_score": 0.96,
  "aspect_mentions": {
    "noise_cancelling": "positive (+0.98)",
    "battery_life": "positive (+0.95)",
    "comfort_fit": "positive (+0.89)"
  },
  "review_date": "2026-08-20"
}

Voice of Customer Intelligence

Turn Customer Feedback into Product Advantages.

Identify recurring product flaws in competitor items, uncover features customers are actively begging for, and track your brand's reputation trajectory in real time.

Historical & Incremental Reviews

Backfill years of historical review archives or run lightweight daily crawlers to extract newly published customer feedback within hours of posting.

Aspect-Based Sentiment Mining

Our NLP models parse feedback into specific attribute scores: comfort, durability, packaging quality, sizing accuracy, battery longevity, and ease of assembly.

Competitor Flaw Detection

Automatically filter 1-star and 2-star reviews across competitor listings. Find common product breakage points to highlight in your own marketing campaigns.

Customer Q&A Forum Extraction

Scrape retailer Question & Answer sections. Learn what pre-purchase doubts customers have to optimize your product descriptions and conversion rates.

User-Generated Photos & Videos

Extract customer-uploaded unboxing images and real-life product photos to analyze packaging durability, color accuracy, and real-world defect rates.

Review Hijacking & Hijack Alerts

Detect when rogue marketplace sellers merge unrelated ASIN variations or manipulate parent/child listings to inherit illegitimate review counts and ratings.

Unlock the Voice of Your Market.

Request a free sample review extraction and sentiment report on any Amazon, Walmart, or competitor product URL.

Request Review Scraping Feed