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Amazon Rating Analyzer

Amazon Rating Analyzer

Summarizes ratings, pros, cons, and themes from Amazon reviews. Turn long review pages into a structured report. Make buying or competitive research faster.

Paste an Amazon product URL. The system will fetch reviews and generate a rating analysis report.

Want to scrape data in bulk? Try Thunderbit for free.

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Analyze Reviews Faster with ThunderbitUse Thunderbit to scrape Amazon pages and extract review data into structured tables in minutes. Automate collection across listings and export to Sheets, Airtable, or Notion.
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Analyze Reviews Faster with Thunderbit

Collect review text, star ratings, dates, and product details from Amazon and other sites using Thunderbit’s AI-powered web scraper. Use AI Suggest Fields to map the data you need, scrape paginated lists, and enrich results with subpage scraping for deeper context. Scrape from webpages plus subpages, PDFs, docs, and images, then summarize, categorize, and format the extracted information into clean columns. Export results to Google Sheets, Airtable, or Notion, or download as CSV or JSON for analysis and reporting.

How to Analyze Amazon Ratings and Reviews Using Thunderbit

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STEP 1Download and InstallDownload and install the Thunderbit Chrome Extension from the Thunderbit Chrome Extension Download Page. Once installed, log in or create a free account to get started.
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STEP 2Open ExtensionOpen the Amazon product page you want to evaluate in Chrome, then click the Thunderbit extension icon to open Thunderbit. In the tool list, select "Amazon Rating Analyzer". In the "Paste Amazon Product URL" tab, paste the product page link into the Product URL field (for example, https://www.amazon.com/dp/XXXXXXXXXX).
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STEP 3Click the Analyze ratings & reviews ButtonClick the "Analyze ratings & reviews" button to run the analysis. Thunderbit will read the available rating and review content from the provided URL and generate a structured text report with clear sections, including Rating Overview, Sentiment Summary, Most Mentioned Pros and Cons, and Common Themes. After the report is generated, copy the results into your document or notes, or save them to your preferred workspace for sharing with your team.

Learn how to analyze Amazon product ratings and reviews from a URL

Summarize rating distribution

Amazon Rating Analyzer turns a single Amazon product URL into a clear rating overview you can scan fast. It pulls the overall star rating, total ratings or reviews when available, and the 5★ to 1★ breakdown so you can judge consensus at a glance. This is built for shoppers comparing options, sellers benchmarking competitors, and product teams who need a quick read on market perception.
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Extract pros, cons, and sentiment themes

Instead of reading long review pages, the tool analyzes review text to produce a sentiment summary with what customers like and dislike, plus the most mentioned pros and cons as short, reusable phrases. It also groups recurring topics such as quality, durability, ease of use, value, packaging, and support. If a metric is not accessible from the page, the output clearly marks it as Not available.
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Compare products for purchase research

Use the analyzer to evaluate multiple Amazon listings by pasting each product URL and collecting structured summaries for side-by-side comparison. Shoppers can spot common complaints, verify whether praise is consistent, and understand tradeoffs across models or brands. The skimmable format helps you decide faster than manual review reading, especially for products with hundreds or thousands of ratings.
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Monitor competitor feedback for product decisions

Sellers and ecommerce teams can use the output to study competitor strengths and weaknesses, then translate findings into listing improvements, positioning, and product roadmap ideas. The most mentioned pros can inform benefit-led copy, while repeated cons can highlight gaps to avoid or features to build. Because results are structured, teams can paste summaries into docs, tickets, or research notes for collaboration.
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What users say about Thunderbit

Taryn W.Growth Strategist@Thunderbit changed how I run competitor research. I click 'AI Suggest Fields,' and it builds a clean table across paginated results—no coding, no CSS. Huge time-saver when analyzing product data from long-tail marketplaces.
Miles T.Sales Development ConsultantI use Thunderbit to grab emails and phone numbers from directories. It extracts clean contact info in one click, and exporting to Sheets or Notion takes seconds. No extra setup, no coding—just usable data ready to work with.
Rhea C.E-commerce AnalystThunderbit helps me monitor SKU data across multiple pages. I scrape the listings, then use Subpage Scraping to pull full product specs, pricing, reviews, and stock. The AI organizes everything into columns I define.
Cassian B.Real Estate AdvisorThunderbit's Scheduled Scraper makes real estate tracking easier. I describe the interval in plain English, and it automatically pulls updated listings, prices, and links without touching the setup again. Simple and very practical.
Dorian B.Content & SEO SpecialistI use Thunderbit's Field AI Prompts to clean and tag scraped blog content. It extracts titles, authors, and even suggests categories. Works great across dynamic sites and subpages—perfect for building structured SEO datasets.
Lina K.Marketplace Operations LeadWe track SKUs from niche stores using Thunderbit. Cloud Scraping handles 50 pages at a time, and for login-required sites, we switch to browser mode. It’s fast, flexible, and doesn’t need ongoing maintenance or manual edits.
Jorge F.Inbound Sales ManagerThunderbit’s AI Autofill is a lifesaver. After scraping contact info, I use it to fill lead forms directly in my browser. I just select the tab, and it fills everything using the scraped row. No manual input needed.
Alina D.Freelance ResearcherI rely on Thunderbit for extracting data from PDFs, image-based sites, and infinite scroll pages. It handles messy formats with AI and delivers ready-to-export tables I can send to Google Sheets or Airtable in seconds.
Taryn W.Growth Strategist@Thunderbit changed how I run competitor research. I click 'AI Suggest Fields,' and it builds a clean table across paginated results—no coding, no CSS. Huge time-saver when analyzing product data from long-tail marketplaces.
Miles T.Sales Development ConsultantI use Thunderbit to grab emails and phone numbers from directories. It extracts clean contact info in one click, and exporting to Sheets or Notion takes seconds. No extra setup, no coding—just usable data ready to work with.
Rhea C.E-commerce AnalystThunderbit helps me monitor SKU data across multiple pages. I scrape the listings, then use Subpage Scraping to pull full product specs, pricing, reviews, and stock. The AI organizes everything into columns I define.
Cassian B.Real Estate AdvisorThunderbit's Scheduled Scraper makes real estate tracking easier. I describe the interval in plain English, and it automatically pulls updated listings, prices, and links without touching the setup again. Simple and very practical.
Dorian B.Content & SEO SpecialistI use Thunderbit's Field AI Prompts to clean and tag scraped blog content. It extracts titles, authors, and even suggests categories. Works great across dynamic sites and subpages—perfect for building structured SEO datasets.
Lina K.Marketplace Operations LeadWe track SKUs from niche stores using Thunderbit. Cloud Scraping handles 50 pages at a time, and for login-required sites, we switch to browser mode. It’s fast, flexible, and doesn’t need ongoing maintenance or manual edits.
Jorge F.Inbound Sales ManagerThunderbit’s AI Autofill is a lifesaver. After scraping contact info, I use it to fill lead forms directly in my browser. I just select the tab, and it fills everything using the scraped row. No manual input needed.
Alina D.Freelance ResearcherI rely on Thunderbit for extracting data from PDFs, image-based sites, and infinite scroll pages. It handles messy formats with AI and delivers ready-to-export tables I can send to Google Sheets or Airtable in seconds.

Frequently Asked Questions

Extract Data using AI
Easily transfer data to Google Sheets, Airtable, or Notion
Chrome Store Rating
PRODUCT HUNT#1 Product of the Week
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