Review Scraper for Ratings and Buyer Sentiment
Use our Review Scraper to pull star ratings, review text, reviewer info, dates, and verified-purchase flags from public review pages in one API call. Structured JSON or rendered HTML, whichever fits your pipeline.
Key Benefits:
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based on 100+ reviews.
Mike Ritchie
CEO @ SeekWell
ScrapingBee simplified our day-to-day marketing and engineering operations a lot. We no longer have to worry about managing our own fleet of headless browsers, and we no longer have to spend days sourcing the right proxy provider
Common Review Scraping Workflows
Three workflows teams build with the Review Scraper: aggregating product review datasets, tracking sentiment over time, and monitoring competitor ratings across review sites.
Extract product reviews
Use product reviews for sentiment analysis, gather competitive insights and enhance business intelligence with structured data extraction.
Gather user ratings
Optimize pricing strategies using structured data to analyze customer feedback and market trends.
Analyze sentiment trends
Analyze sentiment trends to gain valuable insights for strategic business positioning and competitor analysis through structured data extraction.
Transparent Review scraper API pricing
Cancel anytime, no questions asked!
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How it works
Manually collecting data from Review is slow, limited and hard to scale. That's why more and more teams choose our API.
Create an account - get instant access to API key and 1,000 free credits to get started
Install our Python SDK (or Node, Go, PHP, Ruby - pick your stack). Pulling review data becomes a single function call per page. No proxy rotation, no headless Chrome to manage.
POST or GET the URL to our API. We render public review pages across major review sites, handle anti-bot, and return rendered HTML (or structured JSON via extract_rules or ai_extract_rules).
When scraping review data needs more, gain advanced parameters. render_js for JavaScript, stealth_proxy for CAPTCHAs, country_code for geo-targeting, ai_extract_rules for natural-language data extraction.
Review Scraper API - Tuned for Review's Page Structure
Pull review pages at scale across major review sites. Star ratings, review text, reviewer info, dates, and verified-purchase flags all parse in one call.
Use AI Web Scraping in Review scraper to extract data efficiently. Enhance precision and streamline scraping tasks for strategic insights.
AI Web Scraping
Capture Review visuals instantly. Useful for visual verification.
Screenshot API
Extract any review data from Google search with our advanced API. No limits. Just sharp data intelligence.
Explore Google Search API
Transform online engagement by executing authentic actions that mimic real user behavior for accurate data retrieval.
JavaScript Scraping API
Pull review pages as clean Markdown, ready to feed into an LLM for sentiment analysis or competitive-intel workflows.
Data Scraping Tool
Scrape reviews by automating sentiment-tracking workflows with n8n and our API. No scraper code required.
No Code Scraper
Trusted by 4,000+ developers and data teams
Scraping is 50% dealing with ever-changing HTML files and 50% massaging data into a useable format. ScrapingBee’s incredible AI feature can do both much better than I ever could. Now I can spend 100% of my time on what matters most; my business.
Arvid Kahl,
Founder at Podscan
ScrapingBee helps us to retrieve information from sites that use very sophisticated mechanism to block unwanted traffic, we were struggling with those sites for some time now and I'm very glad that we found ScrapingBee.
Anton R,
CTO
ScrapingBee clear documentation, easy-to-use API, and great success rate made it a no-brainer.
Dominic Phillips,
Co-Founder at CodeSubmit
I'm a PhD candidate with absolutely no web scraping experience and needed to scrape some data for a dissertation project. ScrapingBee helped me get the job done quickly and easily. Excellent customer support too. Couldn't be happier!
Sam,
PhD candidate
So easy to set-up, straightforward and performance. They are reachable and kind, they introduced us properly their tool and offered the best solution for our need.
Maxime Y,
Product Manager @ NordFolk
Great SaaS tool for legitimate scraping and data extraction. ScrapingBee makes it easy to automatically pull down data from the sites that publish periodic data in a human-readable format.
Andy Hawkes,
Founder at Loadster
Good experience. I found this proxy service more effective compared to previous ones that were being used. It is fast and efficient.
Aayushi,
Senior analyst
Fantastic service: works flawlessly, best support I've experienced. It just works: and its parsing meta-language is wonderfully powerful. Most importantly, the support I've received has been superlative.
Mike P.,
VP
Excellent service, glad we made the switch! We could always dedicate resources and build our own systems for everything... or we could simply call the scrapingBee API and focus on the data. It makes our work so much easier.
Daniel L,
Lead dev
Recognized for excellence
in web scraping
You're in great company
3,500+ developers use ScrapingBee to handle proxies, browsers, and anti-bot bypass.
The Review Surface. Mapped
Every review page returns star rating, review text, reviewer name, review date, verified-purchase flag, and helpful-vote count.
Setup in Under Five Minutes
Clear examples in Python, Node.js, cURL, and the request builder. Copy the snippet, swap in your API key, send the request.
DocumentationFrom Review URL to Clean JSON
Our API ingests Review URLs plus your extraction logic. JS renders behind the scenes, you receive clean structured output.
Web Scraping API
ScrapingBee in numbers
Developer Experience
Top-rated support &
documentation
Our team is here to guide you when you need the extra assistance. And we're constantly working on new features to make your life easier.
Fantastic documentation
Take a look at our documentation and get started in minutes!
Code samples
Whatever the programming language you enjoy, we have written code examples in Java, Python, Go, PHP, cURL and JavaScript.
Knowledge base
Our extensive knowledge base covers the most frequent use cases with code samples.
Exceptional support
Fast, engineer-led support via live chat or email
Explore web scraping insights
Check out our documentation to find out more on how to utilise our API for your scraping needs.
AI Data Extraction
JS Rendering
Stealth Proxy
Screenshots
Custom Cookies
Download Images
More markets. More opportunities.
Expand your data collection beyond this scraper.
Why ScrapingBee?
The most reliable web scraping API, trusted by 4,000+ developers worldwide.
- Data analysts
- Growth teams
- Developers
- E-commerce businesses
GDPR and CCPA compliant
ScrapingBee does not collect or store personal data from scraped sites unless their user explicitly requests it.
CAPTCHA bypass capacity
We handle proxy rotation to avoid IP-based blocking. With headless browser rendering, we mimic real user browsing behaviour and reduce the blocking risk.
Scalable
The platform scales smoothly with thousands of headless browsers and rotating proxies, ensuring fast, reliable performance even during traffic spikes.
Speed and accuracy
We deliver fast, reliable results in 1-5 seconds with high accuracy across most sites, even JavaScript-heavy ones.
Review Scraper API: Questions Clarified
Yes. Our dashboard request builder lets you paste a URL, set parameters, and copy the generated snippet in Python, Node, Go, PHP, Ruby, or cURL.