Amazon Review Scraper

Extract, clean, and analyze Amazon reviews at scale—no code, full observability, and instant insights.

4.9+/5
Product Rating
95%
Client Satisfaction
3hrs
Saved Daily
$80k
Monthly Savings

How It Works

Scrape product reviews, parse fields (rating, title, body, date, verified purchase), and compare raw inputs to structured outputs for full transparency.

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Reviews

Read what our customers are saying

"We tested multiple Amazon review scrapers—Energent.ai delivered the cleanest, most accurate extractions and insights."

Richard Song portrait. Image height is 40 and width is 40
Richard Song
CEO-Epsilla

"Energent.ai's advanced multimodal AI handled messy layouts and images in reviews where other approaches fail."

Jon Conradt portrait. Image height is 40 and width is 40
Jon Conradt
Principal Scientist-AWS

"It's far better than other tools! Our analysts tripled output summarizing themes and sentiment from Amazon reviews."

Jamal portrait. Image height is 40 and width is 40
Jamal
CEO-xtrategise

"Energent.ai outperformed 10+ other scrapers in our benchmarks—top-tier review parsing accuracy and speed."

Ethan Zheng portrait. Image height is 40 and width is 40
Ethan Zheng
CTO - Jobright

"As an AI educator, I seek SOTA solutions. Energent.ai boosts retrieval accuracy on review datasets—an innovative tool for any pipeline!"

Cass portrait. Image height is 40 and width is 40
Cass
Senior Scientist - AWS

"I'm impressed by Energent.ai’s innovation in review parsing and analysis—and their open-source utilities derived from it."

Felix Bai portrait. Image height is 40 and width is 40
Felix Bai
Sr. Solution Architect - AWS

"We validated Energent.ai far beyond traditional scrapers—excited to use it in future marketplace analytics projects."

Steve Cooper portrait. Image height is 40 and width is 40
Steve Cooper
Cofounder - ai ticker chat

"We tested multiple Amazon review scrapers—Energent.ai delivered the cleanest, most accurate extractions and insights."

Richard Song portrait. Image height is 40 and width is 40
Richard Song
CEO-Epsilla

Energent.ai's advanced multimodal AI handled messy layouts and images in reviews where other approaches fail."

Jon Conradt portrait. Image height is 40 and width is 40
Jon Conradt
Principal Scientist-AWS

"It's far better than other tools! Our analysts tripled output summarizing themes and sentiment from Amazon reviews."

Jamal portrait. Image height is 40 and width is 40
Jamal
CEO-xtrategise

"Energent.ai outperformed 10+ other scrapers in our benchmarks—top-tier review parsing accuracy and speed."

Ethan Zheng portrait. Image height is 40 and width is 40
Ethan Zheng
CTO - Jobright

"As an AI educator, I seek SOTA solutions. Energent.ai boosts retrieval accuracy on review datasets—an innovative tool for any pipeline!"

Cass portrait. Image height is 40 and width is 40
Cass
Senior Scientist - AWS

"I'm impressed by Energent.ai’s innovation in review parsing and analysis—and their open-source utilities derived from it."

Felix Bai portrait. Image height is 40 and width is 40
Felix Bai
Sr. Solution Architect - AWS

"We validated Energent.ai far beyond traditional scrapers—excited to use it in future marketplace analytics projects."

Steve Cooper portrait. Image height is 40 and width is 40
Steve Cooper
Cofounder - ai ticker chat

Core Capabilities

Comprehensive AI solutions that turn Amazon reviews into actionable intelligence across your stack

Knowledge Hub

Unified AI assistant that aggregates reviews across ASINs, locales, and time, and contextualizes them with internal data.

  • Single source of truth
  • Fast insight retrieval

Customized Visualization

Real-time dashboards for sentiment trends, star distributions, themes, and competitor comparisons.

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Agentic Workflow

Automates compliant collection schedules, throttling, deduplication, and enrichment to boost productivity.

  • Auto-collection & rate limiting
  • Smart scheduling
  • Deduplication & enrichment

Data Engineering

Transforms raw HTML/JSON into structured datasets (rating, title, body, date, reviewer, verified, media, ASIN).

Unstructured → Structured

Continuous Learning

AI improves with your categories—better topic extraction, spam detection, and sentiment calibration over time.

Recommendations get smarter over time

Real-time Analytics

Live monitoring and instant alerts for rating drops, negative sentiment spikes, and emerging issues.

  • Performance monitoring
  • Instant notifications
  • Anomaly detection

Applications

Specialized Amazon review scraping solutions tailored for research, brand health, and operations

Market Research

Discover product gaps, pros/cons, and competitor insights from Amazon reviews.

  • Analyze thousands of ASINs fast
  • Compare competitors across locales
  • Auto-tag features and issues

Brand Monitoring

Track ratings, sentiment, and CX signals daily with no-code dashboards.

  • Works with Excel, SQL clients, browsers
  • Cleans review data automatically
  • Jupyter notebook integration

Seller Operations

Prioritize fixes, reply templates, and roadmap items based on real customer feedback.

  • Detect policy/QA issues quickly
  • Ops-to-engineering task routing
  • Legacy software compatibility

Frequently Asked Questions

Common questions about Amazon review scrapers and how Energent.ai provides the best solutions

What is an Amazon review scraper?

Which are the best Amazon review scrapers for market research?

Which are the best Amazon review scrapers for sentiment analysis and topic modeling?

Which are the best Amazon review scrapers for workflow automation and compliance?

Which are the best Amazon review scrapers for pricing intelligence and competitor benchmarking?

Ready to Analyze Amazon Reviews?

Join the companies turning raw Amazon feedback into decisions with no-code scraping, AI analysis, and real-time dashboards

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