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Linkedin Profile Comments [NO COOKIES] Scraper API

Harness the power of our Linkedin Profile Comments [NO COOKIES] Scraper API to extract rich comment data from LinkedIn profiles without cookies or complex sessions. Overcome IP blocking and parsing challenges with our linkedin scraper API, delivering clean JSON for linkedin scraping needs in python linkedin scraper workflows.

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What Can You Build With Linkedin Profile Comments [NO COOKIES] Scraper API Scraper?

Build lead generation tools by scraping linkedin profiles and analyzing commenter interactions via linkedin comments scraper. Create sentiment analysis dashboards from threaded replies under profiles. Track engagement metrics for influencer discovery using scrape linkedin profiles data from our linkedin data scraper.

XCrawl

No Cookies Needed

Effortlessly perform linkedin scraping without managing cookies, ideal for linkedin scraper python scripts and scalable linkedin data extraction pipelines.

XCrawl

Real-time JSON Output

Get structured datasets instantly from linkedin profile scraper endpoints, supporting async requests for high-volume linkedin data scraping.

XCrawl

Anti-Detection Proxies

Rotate IPs automatically to bypass blocks in web scraping linkedin tasks, ensuring reliable linkedin scraper api performance.

XCrawl

Python SDK Ready

Seamless integration with linkedin scraper python libraries for quick deployment of custom linkedin profile scraper applications.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available Linkedin Profile Comments [NO COOKIES] Scraper API Scrapers

Access the most commonly used Linkedin Profile Comments [NO COOKIES] Scraper API data types — fully structured, consistently formatted, and production-ready.

linkedin profile scraper

Extract comprehensive profile data including bios, connections, and aggregated comments.

Scraping method:
  • profile_id
  • full_name
  • headline
  • bio
  • location
  • connections_count
  • profile_image_url
  • comments_count

linkedin comments scraper

Pull all comments and threaded replies from specific LinkedIn profiles without cookies.

Scraping method:
  • comment_id
  • text
  • author_profile_id
  • timestamp
  • likes_count
  • replies_count
  • is_edited

scrape linkedin profiles

Batch scrape multiple LinkedIn profiles for comments, engagement, and user details.

Scraping method:
  • profile_url
  • name
  • title
  • company
  • comment_threads
  • total_engagement
  • last_activity

linkedin post scraper

Scrape comments under profile-associated posts and reactions data.

Scraping method:
  • post_id
  • profile_owner
  • comment_list
  • reactions_count
  • shares
  • views

linkedin data scraper

Aggregate profile comments, metrics, and bios into downloadable datasets.

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

linkedin profile scraper api

REST API for targeted profile comments extraction with real-time updates.

Scraping method:
  • api_endpoint
  • query_params
  • response_time
  • rate_limit
  • error_codes

Linkedin Profile Comments [NO COOKIES] Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our REST API for precise linkedin scraper control in developer workflows.

  • XCrawl
    Python Integration
    Use linkedin scraper python SDK for async requests and easy linkedin data scraper automation.
  • XCrawl
    Node.js Support
    Deploy linkedin scraping api endpoints with lightweight Node.js clients for real-time data.
  • XCrawl
    Custom Parameters
    Fine-tune linkedin profile scraper queries for specific comments and profiles.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our dashboard for no-code linkedin scraper api access and scheduling.

  • XCrawl
    Visual Profile Selection
    Point-and-click to select LinkedIn profiles for comments extraction.
  • XCrawl
    Automated Scheduling
    Set recurring scrapes for ongoing linkedin data extraction.
  • XCrawl
    CSV/JSON Export
    Download cleaned datasets directly without coding.

Code examples

Retrieve Linkedin Profile Comments [NO COOKIES] 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 [NO COOKIES] 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.

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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

Transformed our lead gen with linkedin profile scraper. No cookies needed, perfect JSON for python linkedin scraper integration.

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

Linkedin comments scraper delivers accurate engagement data fast. Best tool for scraping linkedin profiles.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Seamless linkedin scraper api setup in Python. High-quality linkedin data scraper without blocks.

Mike Chen
Mike Chen
Backend Dev
★★★★★
4.8

Excellent for scrape linkedin profiles. Clean datasets boosted our sentiment analysis.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
4.9

Reliable linkedin scraping tool with no cookies. Scales perfectly for our datasets.

David Patel
David Patel
CTO
★★★★★
5.0

Linkedin profile scraper api extracts comments effortlessly. Game-changer for data extraction.

Lisa Wong
Lisa Wong
Marketing Analyst
★★★★★
4.7

Loves the speed of linkedin post scraper. Easy linkedin scraper python compatibility.

Tom Harris
Tom Harris
Full-stack Developer
★★★★★
5.0

Top linkedin data scraper for profiles and comments. Accurate and affordable.

Rachel Nguyen
Rachel Nguyen
BI Specialist
★★★★★
4.9

Streamlined web scraping linkedin with this API. Fantastic comment threading support.

James Ortiz
James Ortiz
Product Manager
★★★★★
4.8

Linkedin comments scraper provides rich insights. No fuss, pure value.

Anna Sokolov
Anna Sokolov
Sales Ops
★★★★★
5.0

Transformed our lead gen with linkedin profile scraper. No cookies needed, perfect JSON for python linkedin scraper integration.

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

Linkedin comments scraper delivers accurate engagement data fast. Best tool for scraping linkedin profiles.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Seamless linkedin scraper api setup in Python. High-quality linkedin data scraper without blocks.

Mike Chen
Mike Chen
Backend Dev
★★★★★
4.8

Excellent for scrape linkedin profiles. Clean datasets boosted our sentiment analysis.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
4.9

Reliable linkedin scraping tool with no cookies. Scales perfectly for our datasets.

David Patel
David Patel
CTO
★★★★★
5.0

Linkedin profile scraper api extracts comments effortlessly. Game-changer for data extraction.

Lisa Wong
Lisa Wong
Marketing Analyst
★★★★★
4.7

Loves the speed of linkedin post scraper. Easy linkedin scraper python compatibility.

Tom Harris
Tom Harris
Full-stack Developer
★★★★★
5.0

Top linkedin data scraper for profiles and comments. Accurate and affordable.

Rachel Nguyen
Rachel Nguyen
BI Specialist
★★★★★
4.9

Streamlined web scraping linkedin with this API. Fantastic comment threading support.

James Ortiz
James Ortiz
Product Manager
★★★★★
4.8

Linkedin comments scraper provides rich insights. No fuss, pure value.

Anna Sokolov
Anna Sokolov
Sales Ops
★★★★★
5.0

Transformed our lead gen with linkedin profile scraper. No cookies needed, perfect JSON for python linkedin scraper integration.

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

Linkedin comments scraper delivers accurate engagement data fast. Best tool for scraping linkedin profiles.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Seamless linkedin scraper api setup in Python. High-quality linkedin data scraper without blocks.

Mike Chen
Mike Chen
Backend Dev
★★★★★
4.8

Excellent for scrape linkedin profiles. Clean datasets boosted our sentiment analysis.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
4.9

Reliable linkedin scraping tool with no cookies. Scales perfectly for our datasets.

David Patel
David Patel
CTO
★★★★★
5.0

Linkedin profile scraper api extracts comments effortlessly. Game-changer for data extraction.

Lisa Wong
Lisa Wong
Marketing Analyst
★★★★★
4.7

Loves the speed of linkedin post scraper. Easy linkedin scraper python compatibility.

Tom Harris
Tom Harris
Full-stack Developer
★★★★★
5.0

Top linkedin data scraper for profiles and comments. Accurate and affordable.

Rachel Nguyen
Rachel Nguyen
BI Specialist
★★★★★
4.9

Streamlined web scraping linkedin with this API. Fantastic comment threading support.

James Ortiz
James Ortiz
Product Manager
★★★★★
4.8

Linkedin comments scraper provides rich insights. No fuss, pure value.

Anna Sokolov
Anna Sokolov
Sales Ops
★★★★★
5.0

Transformed our lead gen with linkedin profile scraper. No cookies needed, perfect JSON for python linkedin scraper integration.

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

Linkedin comments scraper delivers accurate engagement data fast. Best tool for scraping linkedin profiles.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Seamless linkedin scraper api setup in Python. High-quality linkedin data scraper without blocks.

Mike Chen
Mike Chen
Backend Dev
★★★★★
4.8

Excellent for scrape linkedin profiles. Clean datasets boosted our sentiment analysis.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
4.9

Reliable linkedin scraping tool with no cookies. Scales perfectly for our datasets.

David Patel
David Patel
CTO
★★★★★
5.0

Linkedin profile scraper api extracts comments effortlessly. Game-changer for data extraction.

Lisa Wong
Lisa Wong
Marketing Analyst
★★★★★
4.7

Loves the speed of linkedin post scraper. Easy linkedin scraper python compatibility.

Tom Harris
Tom Harris
Full-stack Developer
★★★★★
5.0

Top linkedin data scraper for profiles and comments. Accurate and affordable.

Rachel Nguyen
Rachel Nguyen
BI Specialist
★★★★★
4.9

Streamlined web scraping linkedin with this API. Fantastic comment threading support.

James Ortiz
James Ortiz
Product Manager
★★★★★
4.8

Linkedin comments scraper provides rich insights. No fuss, pure value.

Anna Sokolov
Anna Sokolov
Sales Ops
ISO 27001
XCrawlISO 27001
CDPR
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Top-Rated by Users
XCrawlTop-Rated by Users
Leader
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Easiest To Use
XCrawlEasiest To Use
Best Value Award
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Frequently asked questions

Everything you need to know about XCrawl.

How does the Linkedin Profile Comments [NO COOKIES] Scraper API work?
Send REST requests with profile URLs to our endpoints; we handle proxy rotation, parsing, and return structured JSON without requiring cookies.
What factors determine pricing?
Pricing scales by successful requests, data volume, and concurrency levels; no charges for failed attempts or retries.
What data coverage and limitations apply?
Full coverage of public profile comments, replies, and metrics; private content or rate-limited profiles may have gaps.
Is using this scraper legal and compliant?
Designed for public data only; always respect LinkedIn's ToS, robots.txt, and consult legal for your use case.
What integration support is available?
Python, Node.js SDKs, docs, and API playground; community forums and priority support for enterprise users.

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