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Linkedin Profile Comments Scraper (No Cookie) Scraper API

XCrawl's Linkedin Profile Comments Scraper (No Cookie) Scraper API revolutionizes linkedin scraping by extracting public profile comments without cookies or logins. Bypass IP blocks, anti-bot measures, and parsing challenges with our linkedin scraper API, delivering structured JSON data for seamless linkedin data extraction and scrape linkedin profiles effortlessly.

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What Can You Build With Linkedin Profile Comments Scraper (No Cookie) Scraper API Scraper?

Build powerful sentiment analysis tools on linkedin comments scraper data, track engagement metrics for lead generation using linkedin profile scraper insights, or create comprehensive datasets for market research with scrape linkedin profiles capabilities. Enable competitor analysis and social listening via our linkedin data scraper for actionable linkedin scraping intelligence.

XCrawl

No Cookie Access

Scrape public LinkedIn profile comments without managing cookies or sessions, ensuring compliant and hassle-free linkedin scraper operations with instant JSON output.

XCrawl

Python SDK Ready

Integrate effortlessly with linkedin scraper python libraries for async requests, handling thousands of profiles and comments in scalable linkedin scraping pipelines.

XCrawl

Structured JSON Data

Receive parse-ready datasets including authors, text, timestamps, and engagements from your linkedin profile scraper api calls for rapid analysis.

XCrawl

Anti-Block Proxies

Built-in IP rotation and delays prevent bans during high-volume scrape linkedin data tasks, maintaining 99% success rates.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available Linkedin Profile Comments Scraper (No Cookie) Scraper API Scrapers

Access the most commonly used Linkedin Profile Comments Scraper (No Cookie) Scraper API data types — fully structured, consistently formatted, and production-ready.

linkedin profile scraper

Extract comprehensive user profiles including bios and summary data from LinkedIn URLs.

Scraping method:
  • profile_id
  • full_name
  • headline
  • summary
  • location
  • connections
  • profile_url

linkedin comments scraper

Pull all public comments from LinkedIn profiles with full thread details.

Scraping method:
  • comment_id
  • author_name
  • author_profile
  • comment_text
  • timestamp
  • likes_count
  • replies_count

scrape linkedin profiles

Batch process multiple LinkedIn profiles for scalable data collection.

Scraping method:
  • profile_url
  • name
  • industry
  • followers_count
  • experience_count
  • skills
  • profile_image

linkedin profile scraper api

RESTful API endpoint for instant profile and comment extraction.

Scraping method:
  • api_status
  • profile_data
  • comments_array
  • engagement_metrics
  • last_updated

linkedin data scraper

Aggregate profiles, comments, and engagement for custom datasets.

Scraping method:
  • dataset_id
  • profiles_scraped
  • total_comments
  • avg_engagement
  • media_urls

scrape linkedin profile

Single-profile scraper focusing on comments and interactions.

Scraping method:
  • profile_url
  • comment_threads
  • author_details
  • reaction_types
  • share_count

Linkedin Profile Comments Scraper (No Cookie) Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Seamlessly integrate our REST API into Python linkedin scraper scripts or Node.js apps for programmatic linkedin scraping.

  • XCrawl
    Python Integration
    Use linkedin scraper python SDK for async calls, retries, and bulk profile processing.
  • XCrawl
    JSON Responses
    Direct structured output with comments and profiles for easy parsing in any language.
  • XCrawl
    Scalable Endpoints
    Handle rate limits automatically with proxies for high-volume scrape linkedin profiles.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Leverage our dashboard for no-code linkedin profile scraper workflows without writing a single line.

  • XCrawl
    Visual Profile Picker
    Select and scrape LinkedIn profiles via intuitive UI point-and-click interface.
  • XCrawl
    Scheduled Scrapes
    Automate recurring linkedin comments scraper runs on your timetable.
  • XCrawl
    Export Options
    Download CSV, JSON, or Excel files with full linkedin data scraper results.

Code examples

Retrieve Linkedin Profile Comments Scraper (No Cookie) 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 Cookie) 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 workflow with this linkedin scraper api—fast, accurate profile comments extraction without cookies!

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

Linkedin profile scraper delivers pristine JSON datasets for lead gen; python integration is seamless.

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

Best tool for scrape linkedin profiles at scale—engagement metrics are spot-on for our models.

Mike Thompson
Mike Thompson
ML Engineer
★★★★★
4.8

Linkedin comments scraper saved hours; structured data fuels our sentiment analysis perfectly.

Emma Lopez
Emma Lopez
Market Analyst
★★★★★
5.0

No-cookie linkedin data scraper handles blocks effortlessly—reliable for production pipelines.

David Kim
David Kim
DevOps Lead
★★★★★
4.9

Scraping linkedin profiles has never been easier; API speed and accuracy exceed expectations.

Lisa Patel
Lisa Patel
Product Manager
★★★★★
5.0

Linkedin scraper python SDK made integration a breeze—top-tier dataset quality.

Tom Wilson
Tom Wilson
BI Developer
★★★★★
4.7

Extract linkedin profile data for leads effortlessly; no more manual work.

Rachel Green
Rachel Green
Sales Ops
★★★★★
5.0

Scalable linkedin scraping api powers our competitive intel—highly recommend.

Chris Novak
Chris Novak
CTO
★★★★★
4.9

Linkedin data scraper provides rich comments and profiles; invaluable for studies.

Anna Silva
Anna Silva
Researcher
★★★★★
5.0

Transformed our workflow with this linkedin scraper api—fast, accurate profile comments extraction without cookies!

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

Linkedin profile scraper delivers pristine JSON datasets for lead gen; python integration is seamless.

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

Best tool for scrape linkedin profiles at scale—engagement metrics are spot-on for our models.

Mike Thompson
Mike Thompson
ML Engineer
★★★★★
4.8

Linkedin comments scraper saved hours; structured data fuels our sentiment analysis perfectly.

Emma Lopez
Emma Lopez
Market Analyst
★★★★★
5.0

No-cookie linkedin data scraper handles blocks effortlessly—reliable for production pipelines.

David Kim
David Kim
DevOps Lead
★★★★★
4.9

Scraping linkedin profiles has never been easier; API speed and accuracy exceed expectations.

Lisa Patel
Lisa Patel
Product Manager
★★★★★
5.0

Linkedin scraper python SDK made integration a breeze—top-tier dataset quality.

Tom Wilson
Tom Wilson
BI Developer
★★★★★
4.7

Extract linkedin profile data for leads effortlessly; no more manual work.

Rachel Green
Rachel Green
Sales Ops
★★★★★
5.0

Scalable linkedin scraping api powers our competitive intel—highly recommend.

Chris Novak
Chris Novak
CTO
★★★★★
4.9

Linkedin data scraper provides rich comments and profiles; invaluable for studies.

Anna Silva
Anna Silva
Researcher
★★★★★
5.0

Transformed our workflow with this linkedin scraper api—fast, accurate profile comments extraction without cookies!

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

Linkedin profile scraper delivers pristine JSON datasets for lead gen; python integration is seamless.

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

Best tool for scrape linkedin profiles at scale—engagement metrics are spot-on for our models.

Mike Thompson
Mike Thompson
ML Engineer
★★★★★
4.8

Linkedin comments scraper saved hours; structured data fuels our sentiment analysis perfectly.

Emma Lopez
Emma Lopez
Market Analyst
★★★★★
5.0

No-cookie linkedin data scraper handles blocks effortlessly—reliable for production pipelines.

David Kim
David Kim
DevOps Lead
★★★★★
4.9

Scraping linkedin profiles has never been easier; API speed and accuracy exceed expectations.

Lisa Patel
Lisa Patel
Product Manager
★★★★★
5.0

Linkedin scraper python SDK made integration a breeze—top-tier dataset quality.

Tom Wilson
Tom Wilson
BI Developer
★★★★★
4.7

Extract linkedin profile data for leads effortlessly; no more manual work.

Rachel Green
Rachel Green
Sales Ops
★★★★★
5.0

Scalable linkedin scraping api powers our competitive intel—highly recommend.

Chris Novak
Chris Novak
CTO
★★★★★
4.9

Linkedin data scraper provides rich comments and profiles; invaluable for studies.

Anna Silva
Anna Silva
Researcher
★★★★★
5.0

Transformed our workflow with this linkedin scraper api—fast, accurate profile comments extraction without cookies!

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

Linkedin profile scraper delivers pristine JSON datasets for lead gen; python integration is seamless.

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

Best tool for scrape linkedin profiles at scale—engagement metrics are spot-on for our models.

Mike Thompson
Mike Thompson
ML Engineer
★★★★★
4.8

Linkedin comments scraper saved hours; structured data fuels our sentiment analysis perfectly.

Emma Lopez
Emma Lopez
Market Analyst
★★★★★
5.0

No-cookie linkedin data scraper handles blocks effortlessly—reliable for production pipelines.

David Kim
David Kim
DevOps Lead
★★★★★
4.9

Scraping linkedin profiles has never been easier; API speed and accuracy exceed expectations.

Lisa Patel
Lisa Patel
Product Manager
★★★★★
5.0

Linkedin scraper python SDK made integration a breeze—top-tier dataset quality.

Tom Wilson
Tom Wilson
BI Developer
★★★★★
4.7

Extract linkedin profile data for leads effortlessly; no more manual work.

Rachel Green
Rachel Green
Sales Ops
★★★★★
5.0

Scalable linkedin scraping api powers our competitive intel—highly recommend.

Chris Novak
Chris Novak
CTO
★★★★★
4.9

Linkedin data scraper provides rich comments and profiles; invaluable for studies.

Anna Silva
Anna Silva
Researcher
ISO 27001
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CDPR
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Top-Rated by Users
XCrawlTop-Rated by Users
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 Linkedin Profile Comments Scraper (No Cookie) API work?
Provide a LinkedIn profile URL via REST endpoint; our linkedin scraper api fetches and parses public comments into structured JSON without cookies.
What determines the pricing model?
Costs scale with successful API requests, data volume extracted, and scrape frequency for linkedin profile scraper usage.
What data coverage and limitations apply?
Covers public profiles, comments, authors, timestamps, and engagements; excludes private/logged-in content or rate-limited pages.
Is the scraper legal and compliant?
Strictly targets public data only, respecting LinkedIn's robots.txt and ToS guidelines for ethical linkedin scraping.
What integration support is available?
Full docs, Python/JS SDKs, code samples, and API playground for quick linkedin scraper python setup and testing.

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