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Sentiment and Subject / Topic Analysis Scraper API

XCrawl's Sentiment and Subject / Topic Analysis Scraper API powers web scraping and web crawling for deep insights into web sentiment analysis. Effortlessly extract sentiment scores, topic clusters, and subject trends from reviews, comments, and forums using our web scraping API. Overcome parsing complexities and scale data extraction with automation and websites integration.

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What Can You Build With Sentiment and Subject / Topic Analysis Scraper API Scraper?

Build real-time web sentiment dashboards to monitor brand perception, create topic analysis tools for market research via web scraping and data extraction, and automate competitor tracking with crawling and scraping. Leverage python and web scraping for custom bots and crawlers that deliver actionable sentiment datasets from social platforms and review sites.

XCrawl

Real-Time Sentiment Extraction

Capture web sentiment instantly through our web scraping API, processing comments and reviews into JSON with polarity scores, topics, and confidence levels for immediate analysis.

XCrawl

Scalable Crawling Infrastructure

Handle massive web crawling and scraping volumes with async support, delivering structured datasets for web sentiment analysis without performance bottlenecks.

XCrawl

Python SDK Integration

Seamlessly integrate python and web scraping workflows using our SDK, enabling quick setup for custom web scraper and crawler applications with JSON outputs.

XCrawl

High-Accuracy Data Parsing

Achieve precise web scraping and data extraction from dynamic sites, ensuring reliable sentiment and topic detection even from complex threaded replies.

Trusted by Data-Driven Teams Worldwide

Used by teams across analytics, research, monitoring, and growth workflows.

XCrawl

Available Sentiment and Subject / Topic Analysis Scraper API Scrapers

Access the most commonly used Sentiment and Subject / Topic Analysis Scraper API data types — fully structured, consistently formatted, and production-ready.

Web Sentiment Analysis

Extract sentiment scores and emotional tones from reviews and social posts via targeted web scraping.

Scraping method:
  • sentiment_score
  • polarity
  • subjectivity
  • emotion_tags
  • confidence
  • text_snippet
  • source_url

Web Scraping API

RESTful API endpoint for general web scraping and crawling of sentiment-rich content like forums.

Scraping method:
  • title
  • content
  • author
  • timestamp
  • engagement_metrics
  • topic_keywords
  • url

Python and Web Scraping

Optimized for Python scripts to scrape and analyze subjects/topics from user-generated content.

Scraping method:
  • user_profile
  • bio_text
  • posts
  • sentiment_labels
  • topics_extracted
  • reply_count
  • likes

Web Scraping and Data Extraction

Pull structured data for topic modeling and sentiment from search results and comments.

Scraping method:
  • search_query
  • ranking_position
  • snippet_sentiment
  • related_topics
  • verified_status
  • media_urls
  • extracted_entities

Crawling and Scraping

Full-site crawling and scraping focused on threaded discussions for comprehensive analysis.

Scraping method:
  • thread_id
  • parent_comment
  • replies
  • sentiment_chain
  • topic_flow
  • user_bios

Web Crawler and Scraper

Hybrid crawler and scraper for engagement-driven sentiment from profiles and interactions.

Scraping method:
  • profile_id
  • followers_count
  • engagement_rate
  • post_sentiments
  • hashtag_topics
  • pricing_history

Sentiment and Subject / Topic Analysis Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our REST API for programmatic web scraping and crawling with sentiment analysis endpoints.

  • XCrawl
    Python SDK
    Use python and web scraping libraries for rapid integration and custom web sentiment analysis pipelines.
  • XCrawl
    Async Requests
    Support asynchronous crawling and scraping for high-speed data extraction across multiple sites.
  • XCrawl
    JSON Outputs
    Receive structured JSON datasets ready for web scraping and data extraction processing.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Launch scrapers via our no-code dashboard for effortless web sentiment monitoring.

  • XCrawl
    Visual Selection
    Point-and-click to select elements for sentiment and topic scraping without coding.
  • XCrawl
    Automated Scheduling
    Set recurring crawls for ongoing web scraping and data extraction tasks.
  • XCrawl
    Multi-Format Export
    Export clean datasets in CSV, JSON, or Excel for quick analysis.

Code examples

Retrieve Sentiment and Subject / Topic Analysis Scraper API posts and author information in seconds with a simple API call.

Input
Shell
curl -X POST https://xcrawl.com -H "Authorization: YOU_TOKEN" -H "Content-Type: application/json" -d "{\"geo\":\"US\",\"context\":{\"keyword_list\":[{\"keyword\":\"Apple\"}],\"start_page\":1,\"pages\":1},\"source\":\"amazon_search\"}"
Output
Json
{
"result":[
{
"content":{
"url":"https://www.amazon.com/s?k=Apple&page=1"
"page":1
"query":"Apple"
"results":{
"organic":[
{
"pos":1
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTIyMDE1MTYwMjo6MDo6&url=%2FApple-11-inch-Intelligence-Display-All-Day%2Fdp%2FB0DZ73HCJZ%2Fref%3Dsr_1_1_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-1-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DZ73HCJZ"
"price":499.99
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleiPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life — Purple"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71b-vc2xzlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":499.99
"is_sponsored":false
"sales_volume":"1K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":599
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":2
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTI5NzA2MjkwMjo6MDo6&url=%2FApple-Bluetooth-Headphones-Personalized-Effortless%2Fdp%2FB0DGHMNQ5Z%2Fref%3Dsr_1_2_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-2-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DGHMNQ5Z"
"price":117
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":117
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":129
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":3
"url":"https://www.amazon.com/Apple-MX542LL-A-AirTag-Pack/dp/B0D54JZTHY/ref=sr_1_3?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-3"
"asin":"B0D54JZTHY"
"price":79.98
"title":"AppleAirTag 4 Pack. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61bMNCeAUAL._AC_UY218_.jpg"
"best_seller":false
"price_upper":79.98
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":99
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":4
"url":"https://www.amazon.com/Apple-MX532LL-A-AirTag/dp/B0CWXNS552/ref=sr_1_4?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-4"
"asin":"B0CWXNS552"
"price":17.97
"title":"AppleAirTag. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71rP7f78eFL._AC_UY218_.jpg"
"best_seller":false
"price_upper":17.97
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":29
"shipping_information":"FREE delivery Sun, Nov 23 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Nov 19"
},
{
"pos":5
"url":"https://www.amazon.com/Apple-iPad-Pro-13-inch-M5/dp/B0FWCXMR3W/ref=sr_1_5?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-5"
"asin":"B0FWCXMR3W"
"price":2499
"title":"AppleiPad Pro 13-inch (M5): Ultra Retina XDR Display, 2TB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 7 with Apple N1 + 5G Cellular with C1X chip, Face ID, All-Day Battery Life — Space Black"
"rating":4.6
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/715V3wbnD6L._AC_UY218_.jpg"
"best_seller":false
"price_upper":2499
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":16
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Thu, Nov 20"
},
{
"pos":6
"url":"https://www.amazon.com/Apple-Cancellation-Translation-Headphones-High-Fidelity/dp/B0FQFB8FMG/ref=sr_1_6?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-6"
"asin":"B0FQFB8FMG"
"price":249
"title":"AppleAirPods Pro 3 Wireless Earbuds, Active Noise Cancellation, Live Translation, Heart Rate Sensing, Hearing Aid Feature, Bluetooth Headphones, Spatial Audio, High-Fidelity Sound, USB-C Charging"
"rating":4.4
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61solmQSSlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":249
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":7
"url":"https://www.amazon.com/Apple-2025-MacBook-13-inch-Laptop/dp/B0DZD9S5GC/ref=sr_1_7?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-7"
"asin":"B0DZD9S5GC"
"price":749.99
"title":"Apple2025 MacBook Air 13-inch Laptop with M4 chip: Built for Apple Intelligence, 13.6-inch Liquid Retina Display, 16GB Unified Memory, 256GB SSD Storage, 12MP Center Stage Camera, Touch ID; Midnight"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71cWZUr9SVL._AC_UY218_.jpg"
"best_seller":false
"price_upper":749.99
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":999
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":8
"url":"https://www.amazon.com/Apple-Headphones-Cancellation-Transparency-Personalized/dp/B0DGJ7HYG1/ref=sr_1_8?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-8"
"asin":"B0DGJ7HYG1"
"price":148.99
"title":"AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, with Active Noise Cancellation, Adaptive Audio, Transparency Mode, Personalized Spatial Audio, USB-C Charging Case, Wireless Charging, H2 Chip"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":148.99
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":179
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
],
"amazons_choices":[
],
},
},
},
],
},

How the Sentiment and Subject / Topic Analysis Scraper API Scraper API works?

  • XCrawlIntelligent IP rotation
  • XCrawlAutomatic CAPTCHA recognition
  • XCrawlHTTP headers
  • XCrawlAutomatic webpage parsing
  • XCrawlCustomizable support

What can our API do for you?

XCrawl

Proxy management

ML-driven proxy selection and rotation using our premium proxy pool from 190 countries.

XCrawl

AI-driven fingerprinting

Unique HTTP headers, JavaScript, and browser fingerprints ensure resilience to dynamic content.

XCrawl

CAPTCHA bypass

Automatic retries and CAPTCHA bypassing for uninterrupted data retrieval.

XCrawl

Bulk data extraction

Extract data from several pages at the same time with up to 10K URLs per batch.

XCrawl

Multiple delivery options

Receive data via cloud storage such as SFTP or AWSS3, or retrieve results through APIs.

XCrawl

Scheduled scraping

Set your preferred frequency for automated, custom-timed data collection, with results delivered directly to your cloud storage.

XCrawl

Maintenance-free infrastructure

Eliminate proxy maintenance and infrastructure hassle. No need to build crawler systems.

XCrawl

Highly scalable

Easy to integrate with support for customization.

XCrawl

24/7 support

Receive professional support in case of anyquestions or issues.

XCrawl Transparent

Flexible Pricing

Transparent web scraping pricing with flexible API subscription plans. Compare data extraction costs, purchase crawler access, and start free — then scale as you grow.

Monthly
Yearly Hot

Scale Plans

High-volume plans for teams that need more power and dedicated support.

Enjoy higher rate limits, more concurrent browsers, and priority support.

Contact Sales
We Provide Enterprise-Level Customization

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What do our customers say?

★★★★★
5.0

Transformed our web sentiment analysis with this web scraping API—dataset quality is outstanding and integration was seamless.

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Python and web scraping has never been easier; fast scraping and accurate sentiment data powered our monitoring tools.

Jordan Lee
Jordan Lee
CTO at FinTech
★★★★★
4.8

Love the web crawler and scraper for quick data extraction—helped us track competitor sentiment effortlessly.

Sarah Patel
Sarah Patel
Growth Marketer
★★★★★
5.0

Best web scraping and data extraction tool; reliable crawling and scraping with perfect JSON outputs.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.7

Web scraping and web crawling automation revolutionized our topic analysis workflows.

Emma Walsh
Emma Walsh
Analytics Lead
★★★★★
4.9

Easy API and web scraping setup delivered high-quality sentiment datasets on day one.

David Kim
David Kim
Product Manager
★★★★★
5.0

Crawlers and bots work flawlessly for web sentiment—speed and accuracy exceeded expectations.

Lisa Torres
Lisa Torres
AI Engineer
★★★★★
4.8

Scalable web scraper and crawler API handles our heavy loads without issues.

Ryan Foster
Ryan Foster
DevOps Specialist
★★★★★
4.9

Website analysis via this tool provides the best insights for sentiment tracking.

Nina Gupta
Nina Gupta
Market Researcher
★★★★★
5.0

Outstanding web scraping and crawling performance—integrated perfectly with our stack.

Tom Harris
Tom Harris
Full-Stack Developer
★★★★★
5.0

Transformed our web sentiment analysis with this web scraping API—dataset quality is outstanding and integration was seamless.

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Python and web scraping has never been easier; fast scraping and accurate sentiment data powered our monitoring tools.

Jordan Lee
Jordan Lee
CTO at FinTech
★★★★★
4.8

Love the web crawler and scraper for quick data extraction—helped us track competitor sentiment effortlessly.

Sarah Patel
Sarah Patel
Growth Marketer
★★★★★
5.0

Best web scraping and data extraction tool; reliable crawling and scraping with perfect JSON outputs.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.7

Web scraping and web crawling automation revolutionized our topic analysis workflows.

Emma Walsh
Emma Walsh
Analytics Lead
★★★★★
4.9

Easy API and web scraping setup delivered high-quality sentiment datasets on day one.

David Kim
David Kim
Product Manager
★★★★★
5.0

Crawlers and bots work flawlessly for web sentiment—speed and accuracy exceeded expectations.

Lisa Torres
Lisa Torres
AI Engineer
★★★★★
4.8

Scalable web scraper and crawler API handles our heavy loads without issues.

Ryan Foster
Ryan Foster
DevOps Specialist
★★★★★
4.9

Website analysis via this tool provides the best insights for sentiment tracking.

Nina Gupta
Nina Gupta
Market Researcher
★★★★★
5.0

Outstanding web scraping and crawling performance—integrated perfectly with our stack.

Tom Harris
Tom Harris
Full-Stack Developer
★★★★★
5.0

Transformed our web sentiment analysis with this web scraping API—dataset quality is outstanding and integration was seamless.

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Python and web scraping has never been easier; fast scraping and accurate sentiment data powered our monitoring tools.

Jordan Lee
Jordan Lee
CTO at FinTech
★★★★★
4.8

Love the web crawler and scraper for quick data extraction—helped us track competitor sentiment effortlessly.

Sarah Patel
Sarah Patel
Growth Marketer
★★★★★
5.0

Best web scraping and data extraction tool; reliable crawling and scraping with perfect JSON outputs.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.7

Web scraping and web crawling automation revolutionized our topic analysis workflows.

Emma Walsh
Emma Walsh
Analytics Lead
★★★★★
4.9

Easy API and web scraping setup delivered high-quality sentiment datasets on day one.

David Kim
David Kim
Product Manager
★★★★★
5.0

Crawlers and bots work flawlessly for web sentiment—speed and accuracy exceeded expectations.

Lisa Torres
Lisa Torres
AI Engineer
★★★★★
4.8

Scalable web scraper and crawler API handles our heavy loads without issues.

Ryan Foster
Ryan Foster
DevOps Specialist
★★★★★
4.9

Website analysis via this tool provides the best insights for sentiment tracking.

Nina Gupta
Nina Gupta
Market Researcher
★★★★★
5.0

Outstanding web scraping and crawling performance—integrated perfectly with our stack.

Tom Harris
Tom Harris
Full-Stack Developer
★★★★★
5.0

Transformed our web sentiment analysis with this web scraping API—dataset quality is outstanding and integration was seamless.

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Python and web scraping has never been easier; fast scraping and accurate sentiment data powered our monitoring tools.

Jordan Lee
Jordan Lee
CTO at FinTech
★★★★★
4.8

Love the web crawler and scraper for quick data extraction—helped us track competitor sentiment effortlessly.

Sarah Patel
Sarah Patel
Growth Marketer
★★★★★
5.0

Best web scraping and data extraction tool; reliable crawling and scraping with perfect JSON outputs.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.7

Web scraping and web crawling automation revolutionized our topic analysis workflows.

Emma Walsh
Emma Walsh
Analytics Lead
★★★★★
4.9

Easy API and web scraping setup delivered high-quality sentiment datasets on day one.

David Kim
David Kim
Product Manager
★★★★★
5.0

Crawlers and bots work flawlessly for web sentiment—speed and accuracy exceeded expectations.

Lisa Torres
Lisa Torres
AI Engineer
★★★★★
4.8

Scalable web scraper and crawler API handles our heavy loads without issues.

Ryan Foster
Ryan Foster
DevOps Specialist
★★★★★
4.9

Website analysis via this tool provides the best insights for sentiment tracking.

Nina Gupta
Nina Gupta
Market Researcher
★★★★★
5.0

Outstanding web scraping and crawling performance—integrated perfectly with our stack.

Tom Harris
Tom Harris
Full-Stack Developer
ISO 27001
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CDPR
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Top-Rated by Users
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Leader
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Easiest To Use
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Best Value Award
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Frequently asked questions

Everything you need to know about XCrawl.

How does the Sentiment and Subject / Topic Analysis Scraper API architecture work?
It combines web scraping and crawling to fetch raw text data, then applies ML for sentiment scoring and topic clustering, returning structured JSON via API endpoints.
What factors determine the pricing model?
Pricing is based on API credits per request volume, data freshness, scraper complexity, and optional premium features like advanced proxies.
What is the data coverage and any limitations?
Extensive coverage of public review sites, forums, and social pages for sentiment data; limited to accessible public content, no login-protected areas.
Is the API legal and compliant for use?
Strictly designed for public data only, honoring robots.txt, rate limits, and site terms—always verify compliance for your use case.
What integration and support options are available?
Full REST docs, Python/Node.js SDKs, webhook support, and dedicated docs for web scraping API integration.

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