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LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k Scraper API

Unlock LinkedIn profile comments effortlessly with XCrawl's LinkedIn Profile Comments Scraper API—no cookies required. This robust linkedin scraper api bypasses anti-bot measures, handles dynamic content parsing, and delivers structured JSON data for comments and replies. Perfect for developers building linkedin scraping tools without IP blocks or CAPTCHAs, at just $2 per 1k requests.

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What Can You Build With LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k Scraper API Scraper?

Build sentiment analysis tools to gauge audience reactions on linkedin profiles using our linkedin comments scraper. Create lead generation pipelines by extracting engager profiles from scrape linkedin profiles data. Develop competitor intelligence dashboards tracking engagement metrics and threaded replies via linkedin data extraction for strategic insights.

XCrawl

No Cookies Needed

Access LinkedIn profile comments without session management or cookie extraction, simplifying linkedin scraper python integrations and reducing maintenance overhead for scalable scraping linkedin operations.

XCrawl

Real-Time JSON Output

Get instant, structured datasets with comments, replies, and engagement metrics in clean JSON format, ideal for linkedin api python scripts and real-time dashboards.

XCrawl

Anti-Detection Proxies

Rotate residential proxies to evade blocks, ensuring reliable linkedin web scraping for high-volume linkedin data scraping without interruptions.

XCrawl

Async Python Support

Leverage async endpoints for python linkedin scraper efficiency, processing thousands of linkedin profile scraper requests per minute with minimal latency.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k Scraper API Scrapers

Access the most commonly used LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k Scraper API data types — fully structured, consistently formatted, and production-ready.

linkedin profile scraper

Extract full profile data including bio, experience, and connections without authentication.

Scraping method:
  • profile_id
  • name
  • headline
  • summary
  • connections_count
  • profile_url
  • avatar_url
  • location

linkedin comments scraper

Pull all comments and threaded replies from any LinkedIn profile post or update.

Scraping method:
  • comment_id
  • text
  • author_name
  • author_profile
  • timestamp
  • likes_count
  • replies_count
  • parent_id

scrape linkedin profiles

Batch scrape multiple profiles for comprehensive data extraction via profile URLs.

Scraping method:
  • profile_url
  • full_name
  • title
  • company
  • experience
  • education
  • skills
  • endorsements

linkedin data scraper

Gather engagement metrics and commenter details from profile interactions.

Scraping method:
  • post_id
  • commenter_id
  • engagement_type
  • reaction_count
  • share_count
  • view_count
  • timestamp

linkedin scraper api

RESTful API endpoint for querying profile comments with pagination support.

Scraping method:
  • api_request_id
  • status
  • total_comments
  • page
  • next_page_token
  • rate_limit_remaining

linkedin profile comments scraper

Targeted scraper for comments on specific profile posts, including nested replies.

Scraping method:
  • post_url
  • comment_text
  • reply_text
  • author_bio
  • author_followers
  • media_urls
  • edited_timestamp

LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our RESTful LinkedIn scraper API directly into your Python or Node.js apps for programmatic access.

  • XCrawl
    Python SDK Ready
    Use linkedin scraper python libraries with async support for high-throughput linkedin scraping.
  • XCrawl
    Simple HTTP Calls
    POST profile URLs to endpoints and receive JSON responses instantly via curl or requests.
  • XCrawl
    Rate Limit Handling
    Built-in retries and queuing for scalable linkedin profile scraper operations.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our intuitive dashboard for visual LinkedIn data extraction without writing code.

  • XCrawl
    Visual Profile Selector
    Paste URLs and select comments data fields with point-and-click interface.
  • XCrawl
    Automated Scheduling
    Set cron jobs for recurring linkedin comments scraper runs and notifications.
  • XCrawl
    CSV/JSON Exports
    Download scraped linkedin profiles data in multiple formats for easy analysis.

Code examples

Retrieve LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k 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 LinkedIn Profile Comments Scraper (No Cookies) ✅ $2 per 1k 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

This linkedin scraper api transformed our lead gen pipeline—fast, accurate linkedin profile scraper data with no setup headaches.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for sentiment analysis; linkedin comments scraper delivers clean JSON datasets instantly.

Sarah Chen
Sarah Chen
Growth Hacker
★★★★★
5.0

Seamless python linkedin scraper integration, bypassed all blocks on high-volume scrape linkedin profiles.

Mike Thompson
Mike Thompson
Python Developer
★★★★★
4.8

High-quality linkedin data scraper outputs—engagement metrics are spot-on for our dashboards.

Elena Vasquez
Elena Vasquez
BI Analyst
★★★★★
5.0

Best linkedin scraping tool we've used; no cookies needed and scalable for our team.

Raj Patel
Raj Patel
CTO
★★★★★
4.9

Extract linkedin profile data effortlessly—game-changer for competitor analysis.

Lisa Wong
Lisa Wong
Marketing Lead
★★★★★
5.0

Linkedin scraper python scripts run flawlessly; love the async endpoints.

David Kim
David Kim
Full-Stack Dev
★★★★★
4.7

Reliable web scraping linkedin for comments—saved us weeks of manual work.

Anna Kowalski
Anna Kowalski
Sales Ops
★★★★★
5.0

Structured linkedin data extraction at $2/1k is unbeatable value.

Carlos Mendes
Carlos Mendes
Data Scientist
★★★★★
4.9

Top-tier linkedin profile comments scraper—precise replies and metrics every time.

Sophie Laurent
Sophie Laurent
Product Manager
★★★★★
5.0

This linkedin scraper api transformed our lead gen pipeline—fast, accurate linkedin profile scraper data with no setup headaches.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for sentiment analysis; linkedin comments scraper delivers clean JSON datasets instantly.

Sarah Chen
Sarah Chen
Growth Hacker
★★★★★
5.0

Seamless python linkedin scraper integration, bypassed all blocks on high-volume scrape linkedin profiles.

Mike Thompson
Mike Thompson
Python Developer
★★★★★
4.8

High-quality linkedin data scraper outputs—engagement metrics are spot-on for our dashboards.

Elena Vasquez
Elena Vasquez
BI Analyst
★★★★★
5.0

Best linkedin scraping tool we've used; no cookies needed and scalable for our team.

Raj Patel
Raj Patel
CTO
★★★★★
4.9

Extract linkedin profile data effortlessly—game-changer for competitor analysis.

Lisa Wong
Lisa Wong
Marketing Lead
★★★★★
5.0

Linkedin scraper python scripts run flawlessly; love the async endpoints.

David Kim
David Kim
Full-Stack Dev
★★★★★
4.7

Reliable web scraping linkedin for comments—saved us weeks of manual work.

Anna Kowalski
Anna Kowalski
Sales Ops
★★★★★
5.0

Structured linkedin data extraction at $2/1k is unbeatable value.

Carlos Mendes
Carlos Mendes
Data Scientist
★★★★★
4.9

Top-tier linkedin profile comments scraper—precise replies and metrics every time.

Sophie Laurent
Sophie Laurent
Product Manager
★★★★★
5.0

This linkedin scraper api transformed our lead gen pipeline—fast, accurate linkedin profile scraper data with no setup headaches.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for sentiment analysis; linkedin comments scraper delivers clean JSON datasets instantly.

Sarah Chen
Sarah Chen
Growth Hacker
★★★★★
5.0

Seamless python linkedin scraper integration, bypassed all blocks on high-volume scrape linkedin profiles.

Mike Thompson
Mike Thompson
Python Developer
★★★★★
4.8

High-quality linkedin data scraper outputs—engagement metrics are spot-on for our dashboards.

Elena Vasquez
Elena Vasquez
BI Analyst
★★★★★
5.0

Best linkedin scraping tool we've used; no cookies needed and scalable for our team.

Raj Patel
Raj Patel
CTO
★★★★★
4.9

Extract linkedin profile data effortlessly—game-changer for competitor analysis.

Lisa Wong
Lisa Wong
Marketing Lead
★★★★★
5.0

Linkedin scraper python scripts run flawlessly; love the async endpoints.

David Kim
David Kim
Full-Stack Dev
★★★★★
4.7

Reliable web scraping linkedin for comments—saved us weeks of manual work.

Anna Kowalski
Anna Kowalski
Sales Ops
★★★★★
5.0

Structured linkedin data extraction at $2/1k is unbeatable value.

Carlos Mendes
Carlos Mendes
Data Scientist
★★★★★
4.9

Top-tier linkedin profile comments scraper—precise replies and metrics every time.

Sophie Laurent
Sophie Laurent
Product Manager
★★★★★
5.0

This linkedin scraper api transformed our lead gen pipeline—fast, accurate linkedin profile scraper data with no setup headaches.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for sentiment analysis; linkedin comments scraper delivers clean JSON datasets instantly.

Sarah Chen
Sarah Chen
Growth Hacker
★★★★★
5.0

Seamless python linkedin scraper integration, bypassed all blocks on high-volume scrape linkedin profiles.

Mike Thompson
Mike Thompson
Python Developer
★★★★★
4.8

High-quality linkedin data scraper outputs—engagement metrics are spot-on for our dashboards.

Elena Vasquez
Elena Vasquez
BI Analyst
★★★★★
5.0

Best linkedin scraping tool we've used; no cookies needed and scalable for our team.

Raj Patel
Raj Patel
CTO
★★★★★
4.9

Extract linkedin profile data effortlessly—game-changer for competitor analysis.

Lisa Wong
Lisa Wong
Marketing Lead
★★★★★
5.0

Linkedin scraper python scripts run flawlessly; love the async endpoints.

David Kim
David Kim
Full-Stack Dev
★★★★★
4.7

Reliable web scraping linkedin for comments—saved us weeks of manual work.

Anna Kowalski
Anna Kowalski
Sales Ops
★★★★★
5.0

Structured linkedin data extraction at $2/1k is unbeatable value.

Carlos Mendes
Carlos Mendes
Data Scientist
★★★★★
4.9

Top-tier linkedin profile comments scraper—precise replies and metrics every time.

Sophie Laurent
Sophie Laurent
Product Manager
ISO 27001
XCrawlISO 27001
CDPR
XCrawlCDPR
Top-Rated by Users
XCrawlTop-Rated by Users
Leader
XCrawlLeader
Easiest To Use
XCrawlEasiest To Use
Best Value Award
XCrawlBest Value Award

Frequently asked questions

Everything you need to know about XCrawl.

How does the LinkedIn Profile Comments Scraper API work?
Send POST requests with profile/post URLs to our endpoints; we handle rendering, parsing, and return structured JSON with comments data—no cookies or auth needed.
What factors determine pricing?
Billed at $2 per 1k successful requests; scales with volume, data fields requested, and reply depth—transparent pay-per-use model.
What data coverage and limitations apply?
Covers public profile comments, threaded replies, and engagement metrics; limited to visible public data, no private posts or full networks.
Is this legal and compliant?
Designed for public data only, adhering to robots.txt and ToS where possible; we recommend users ensure compliance with LinkedIn's policies.
What integration support is available?
Full docs, Python/Node SDKs, and API playground; Slack support for custom endpoints or linkedin scraper python troubleshooting.

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