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Linkedin Profile Comments Scraper API

Linkedin Profile Comments Scraper API provides a robust solution for extracting comments and threaded replies from LinkedIn profiles without requiring cookies or complex setups. This API delivers structured JSON output, handles anti-bot measures, and scales for high-volume scraping. Ideal for developers building linkedin scraper tools or analyzing linkedin data extraction at scale.

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What Can You Build With Linkedin Profile Comments Scraper API Scraper?

Build sentiment analysis tools to gauge public opinion on LinkedIn profiles using linkedin profile comments scraper no cookie data. Create lead generation bots for linkedin scraping by targeting active commenters. Develop market research dashboards with linkedin data scraping tools to track engagement metrics and threaded discussions from linkedin profiles.

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No Cookie Required

Access linkedin profile comments scraper no cookie endpoints directly via REST API, bypassing cookie management hassles common in linkedin scraper python scripts for seamless data extraction.

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Structured JSON Output

Get clean datasets with fields like comment text, author profiles, timestamps, and likes—perfect for linkedin data api integrations and building linkedin scraping tools.

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Anti-Blocking Proxies

Rotate proxies automatically to avoid bans during linkedin scraping api calls, ensuring reliable linkedin data scraping even at scale with python linkedin scraper compatibility.

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Real-Time Extraction

Fetch fresh linkedin profile data and comments instantly, supporting async requests for high-speed linkedin scraper applications and custom linkedin api scraping workflows.

Trusted by Data-Driven Teams Worldwide

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

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Available Linkedin Profile Comments Scraper API Scrapers

Access the most commonly used Linkedin Profile Comments Scraper API data types — fully structured, consistently formatted, and production-ready.

linkedin profile comments scraper no cookie

Scrape comments from specific LinkedIn profiles without cookies, capturing full threads and metadata.

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

linkedin scraper api

General-purpose API for extracting LinkedIn profile data including comments and engagement.

Scraping method:
  • profile_id
  • full_name
  • headline
  • comments_list
  • total_comments
  • engagement_rate
  • media_urls

linkedin profile scraper

Target individual profiles to pull bios, comments, and interaction history reliably.

Scraping method:
  • profile_url
  • bio_text
  • comment_threads
  • author_details
  • reaction_counts
  • share_count

linkedin comments scraper

Dedicated endpoint for bulk comment extraction across multiple LinkedIn profiles.

Scraping method:
  • post_id
  • comment_body
  • parent_comment
  • reply_chain
  • user_engagement
  • timestamp_utc

python linkedin scraper

Optimized for Python integrations, scraping LinkedIn comments with no-cookie auth.

Scraping method:
  • profile_slug
  • comment_snippet
  • author_id
  • likes_reactions
  • nested_replies
  • visibility_status

scrape linkedin profile

Comprehensive profile scraping including all visible comments and metrics.

Scraping method:
  • profile_image
  • location
  • top_comments
  • avg_engagement
  • comment_sentiment
  • follower_count

Linkedin Profile Comments Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate via simple REST API calls for custom linkedin scraper python or Node.js applications.

  • XCrawl
    Python SDK Ready
    Use linkedin api python libraries for async requests to scrape linkedin profile comments scraper no cookie data effortlessly.
  • XCrawl
    Node.js Compatible
    Leverage linkedin api js for scalable linkedin scraping api endpoints with built-in rate limiting.
  • XCrawl
    JSON Webhooks
    Receive real-time linkedin data scraping updates via webhooks for automated workflows.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use the intuitive dashboard for visual LinkedIn data extraction without coding.

  • XCrawl
    Visual Profile Selector
    Point-and-click to choose LinkedIn profiles and comments for instant scraping.
  • XCrawl
    Automated Scheduling
    Set cron jobs for daily linkedin profile comments scraper no cookie runs with alerts.
  • XCrawl
    CSV/Excel Exports
    Download cleaned linkedin datasets directly for analysis in spreadsheets.

Code examples

Retrieve Linkedin Profile Comments 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 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.

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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.

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We Provide Enterprise-Level Customization

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What do our customers say?

5.0

Linkedin profile comments scraper no cookie transformed our sentiment analysis—fast, accurate datasets with zero cookie hassles.

Alex Rivera
Alex Rivera
Data Scientist
4.9

Perfect linkedin scraper api for lead gen; extracted thousands of comments seamlessly for targeted outreach.

Sarah Chen
Sarah Chen
Growth Marketer
5.0

Integrated python linkedin scraper in hours—reliable linkedin data scraping with JSON perfection.

Mike Patel
Mike Patel
Backend Developer
4.8

Linkedin profile scraper api delivers clean engagement metrics; boosted our market research speed.

Emma Lopez
Emma Lopez
Product Analyst
4.9

No blocks with this linkedin scraper tool—scales beautifully for our daily linkedin scraping needs.

David Kim
David Kim
DevOps Engineer
5.0

Linkedin data extraction services like this are gold; threaded replies parsed flawlessly.

Lisa Nguyen
Lisa Nguyen
BI Specialist
4.7

Best free linkedin scraper alternative—python integration made scraping linkedin profiles effortless.

Tom Bradley
Tom Bradley
Founder
5.0

Linkedin comments scraper no cookie gives premium dataset quality for academic projects.

Rachel Ortiz
Rachel Ortiz
Researcher
4.9

Linkedin api scraping simplified; handles proxies and speed like a pro.

Chris Wong
Chris Wong
Full-Stack Dev
5.0

Extract linkedin profile data daily—game-changer for our CRM enrichment.

Anna Sokolov
Anna Sokolov
Sales Ops
5.0

Linkedin profile comments scraper no cookie transformed our sentiment analysis—fast, accurate datasets with zero cookie hassles.

Alex Rivera
Alex Rivera
Data Scientist
4.9

Perfect linkedin scraper api for lead gen; extracted thousands of comments seamlessly for targeted outreach.

Sarah Chen
Sarah Chen
Growth Marketer
5.0

Integrated python linkedin scraper in hours—reliable linkedin data scraping with JSON perfection.

Mike Patel
Mike Patel
Backend Developer
4.8

Linkedin profile scraper api delivers clean engagement metrics; boosted our market research speed.

Emma Lopez
Emma Lopez
Product Analyst
4.9

No blocks with this linkedin scraper tool—scales beautifully for our daily linkedin scraping needs.

David Kim
David Kim
DevOps Engineer
5.0

Linkedin data extraction services like this are gold; threaded replies parsed flawlessly.

Lisa Nguyen
Lisa Nguyen
BI Specialist
4.7

Best free linkedin scraper alternative—python integration made scraping linkedin profiles effortless.

Tom Bradley
Tom Bradley
Founder
5.0

Linkedin comments scraper no cookie gives premium dataset quality for academic projects.

Rachel Ortiz
Rachel Ortiz
Researcher
4.9

Linkedin api scraping simplified; handles proxies and speed like a pro.

Chris Wong
Chris Wong
Full-Stack Dev
5.0

Extract linkedin profile data daily—game-changer for our CRM enrichment.

Anna Sokolov
Anna Sokolov
Sales Ops
5.0

Linkedin profile comments scraper no cookie transformed our sentiment analysis—fast, accurate datasets with zero cookie hassles.

Alex Rivera
Alex Rivera
Data Scientist
4.9

Perfect linkedin scraper api for lead gen; extracted thousands of comments seamlessly for targeted outreach.

Sarah Chen
Sarah Chen
Growth Marketer
5.0

Integrated python linkedin scraper in hours—reliable linkedin data scraping with JSON perfection.

Mike Patel
Mike Patel
Backend Developer
4.8

Linkedin profile scraper api delivers clean engagement metrics; boosted our market research speed.

Emma Lopez
Emma Lopez
Product Analyst
4.9

No blocks with this linkedin scraper tool—scales beautifully for our daily linkedin scraping needs.

David Kim
David Kim
DevOps Engineer
5.0

Linkedin data extraction services like this are gold; threaded replies parsed flawlessly.

Lisa Nguyen
Lisa Nguyen
BI Specialist
4.7

Best free linkedin scraper alternative—python integration made scraping linkedin profiles effortless.

Tom Bradley
Tom Bradley
Founder
5.0

Linkedin comments scraper no cookie gives premium dataset quality for academic projects.

Rachel Ortiz
Rachel Ortiz
Researcher
4.9

Linkedin api scraping simplified; handles proxies and speed like a pro.

Chris Wong
Chris Wong
Full-Stack Dev
5.0

Extract linkedin profile data daily—game-changer for our CRM enrichment.

Anna Sokolov
Anna Sokolov
Sales Ops
5.0

Linkedin profile comments scraper no cookie transformed our sentiment analysis—fast, accurate datasets with zero cookie hassles.

Alex Rivera
Alex Rivera
Data Scientist
4.9

Perfect linkedin scraper api for lead gen; extracted thousands of comments seamlessly for targeted outreach.

Sarah Chen
Sarah Chen
Growth Marketer
5.0

Integrated python linkedin scraper in hours—reliable linkedin data scraping with JSON perfection.

Mike Patel
Mike Patel
Backend Developer
4.8

Linkedin profile scraper api delivers clean engagement metrics; boosted our market research speed.

Emma Lopez
Emma Lopez
Product Analyst
4.9

No blocks with this linkedin scraper tool—scales beautifully for our daily linkedin scraping needs.

David Kim
David Kim
DevOps Engineer
5.0

Linkedin data extraction services like this are gold; threaded replies parsed flawlessly.

Lisa Nguyen
Lisa Nguyen
BI Specialist
4.7

Best free linkedin scraper alternative—python integration made scraping linkedin profiles effortless.

Tom Bradley
Tom Bradley
Founder
5.0

Linkedin comments scraper no cookie gives premium dataset quality for academic projects.

Rachel Ortiz
Rachel Ortiz
Researcher
4.9

Linkedin api scraping simplified; handles proxies and speed like a pro.

Chris Wong
Chris Wong
Full-Stack Dev
5.0

Extract linkedin profile data daily—game-changer for our CRM enrichment.

Anna Sokolov
Anna Sokolov
Sales Ops
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 API architecture work?
It uses headless browsers and proxy rotation to mimic human behavior, parsing dynamic LinkedIn pages into structured JSON without cookies for linkedin profile comments scraper no cookie reliability.
What is the pricing model for Linkedin Profile Comments Scraper API?
Pay-per-result CPM starting at $0.01 per comment, with volume discounts; no subscriptions, only for successful linkedin data scraping extractions.
What data coverage and rate limits apply to Linkedin Profile Comments Scraper API?
Full coverage of public profile comments, threaded replies, and metrics; soft rate limits of 10k/minute scale with proxies for real-time linkedin scraper api use.
Is the Linkedin Profile Comments Scraper API legal and compliant?
Yes, extracts only public data per LinkedIn TOS; no private info, with opt-out options and ethical guidelines for linkedin scraping tools.
How to integrate Linkedin Profile Comments Scraper API with Python or Node.js?
Use our SDKs for python linkedin scraper or linkedin api js; simple HTTP POST with profile URLs returns JSON—docs include full examples.

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