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Linkedin Mass Profile Posts Scraper | NO COOKIES Scraper API

Unlock LinkedIn's vast data with XCrawl's Linkedin Mass Profile Posts Scraper API – a no-cookies LinkedIn scraper API designed for backend developers. Effortlessly scrape LinkedIn profiles, posts, and comments without IP blocks or authentication hassles. Our linkedin scraping API delivers structured JSON data via simple REST endpoints, perfect for linkedin scraper python integrations and high-volume linkedin data extraction.

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What Can You Build With Linkedin Mass Profile Posts Scraper | NO COOKIES Scraper API Scraper?

Build lead generation tools by scraping linkedin profiles for targeted outreach. Analyze market trends with linkedin post scraper data on engagement metrics and comments. Create competitor intelligence dashboards using linkedin scraping to track profiles, posts, and threaded replies across linkedin profile scraper api endpoints for real-time insights.

XCrawl

No Cookies Required

Bypass LinkedIn's cookie barriers with our no-cookies scraper API, enabling seamless linkedin scraping without session management or browser automation complexities.

XCrawl

JSON-Structured Output

Receive clean, parseable JSON from linkedin scraper api calls, ideal for python linkedin scraper scripts and direct database ingestion without custom parsing.

XCrawl

Real-Time Scalability

Handle mass profile posts scraping at scale with async linkedin scraping api endpoints, supporting thousands of requests per minute for enterprise linkedin data scraper needs.

XCrawl

Python-Ready Integration

Integrate effortlessly with linkedin scraper python libraries; our RESTful API provides endpoints for scrape linkedin posts, profiles, and comments in minutes.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available Linkedin Mass Profile Posts Scraper | NO COOKIES Scraper API Scrapers

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

linkedin profile scraper

Extract detailed user profiles and bios from LinkedIn searches or URLs.

Scraping method:
  • profile_id
  • full_name
  • headline
  • summary
  • experience
  • education
  • connections_count
  • profile_url

linkedin post scraper

Scrape individual or mass profile posts with full content and media.

Scraping method:
  • post_id
  • author_id
  • post_text
  • timestamp
  • media_urls
  • post_url
  • visibility

scrape linkedin profiles

Batch scrape multiple LinkedIn profiles from search results or lists.

Scraping method:
  • profile_id
  • name
  • headline
  • location
  • industry
  • follower_count
  • profile_image

linkedin comments scraper

Pull comments and threaded replies on posts with user metadata.

Scraping method:
  • comment_id
  • post_id
  • commenter_name
  • comment_text
  • reply_count
  • timestamp
  • likes

linkedin posts scraper

Mass extract posts from user profiles including engagement data.

Scraping method:
  • post_id
  • profile_id
  • content
  • images
  • videos
  • reactions
  • shares

linkedin profile scraper api

API endpoint for comprehensive profile data extraction and parsing.

Scraping method:
  • id
  • title
  • description
  • skills
  • endorsements
  • articles
  • activity

Linkedin Mass Profile Posts Scraper | NO COOKIES Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our RESTful LinkedIn scraper API directly into your Python, Node.js, or any backend stack for automated data flows.

  • XCrawl
    Python SDK Ready
    Use linkedin scraper python wrappers for async requests to scrape linkedin profiles and posts with minimal code.
  • XCrawl
    Custom Parameters
    Fine-tune linkedin scraping api calls with filters for profiles, keywords, or date ranges via JSON payloads.
  • XCrawl
    Rate Limit Handling
    Built-in retries and queuing ensure reliable high-volume linkedin data scraper operations without bans.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our intuitive dashboard for visual LinkedIn scraping without writing code – perfect for ops and growth teams.

  • XCrawl
    Visual Profile Selection
    Point-and-click to select linkedin profiles or posts for instant scraping via no-cookies endpoints.
  • XCrawl
    Automated Scheduling
    Set recurring scrapes for linkedin posts scraper data with cron-like triggers and notifications.
  • XCrawl
    CSV/Excel Exports
    Download scraped linkedin data scraper results in spreadsheets for easy analysis and sharing.

Code examples

Retrieve Linkedin Mass Profile Posts Scraper | 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 Mass Profile Posts Scraper | 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.

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

Game-changer for our linkedin profile scraper needs. Fast, reliable JSON output integrated seamlessly with our Python pipelines.

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

Scraping linkedin posts has never been easier. No cookies hassle, perfect dataset quality for lead gen campaigns.

Sarah Chen
Sarah Chen
Growth Marketer
★★★★★
5.0

Linkedin scraper python integration took minutes. Accurate profile data and engagement metrics every time.

Mike Patel
Mike Patel
Backend Developer
★★★★★
4.8

Best linkedin scraping tool for comments and posts. Scalable and no bans – highly recommend.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
5.0

Transformed our linkedin data extraction workflow. Easy API, rich datasets for competitor analysis.

David Kim
David Kim
CTO
★★★★★
4.9

Linkedin post scraper delivers precise engagement data. No-code dashboard is a bonus for our team.

Lisa Wong
Lisa Wong
Product Manager
★★★★★
5.0

Reliable linkedin scraper api with zero downtime. Handles mass profile posts flawlessly.

Tom Harris
Tom Harris
DevOps Engineer
★★★★★
4.7

Extract linkedin profile data effortlessly. Boosted our outreach with high-quality scraped profiles.

Nina Gupta
Nina Gupta
Sales Director
★★★★★
5.0

Perfect for training models on linkedin scraping data. Clean JSON and fast scraping speeds.

Raj Singh
Raj Singh
ML Engineer
★★★★★
4.9

Linkedin comments scraper provides threaded replies goldmine. Easy export to Excel for reports.

Claire Dubois
Claire Dubois
BI Analyst
★★★★★
5.0

Game-changer for our linkedin profile scraper needs. Fast, reliable JSON output integrated seamlessly with our Python pipelines.

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

Scraping linkedin posts has never been easier. No cookies hassle, perfect dataset quality for lead gen campaigns.

Sarah Chen
Sarah Chen
Growth Marketer
★★★★★
5.0

Linkedin scraper python integration took minutes. Accurate profile data and engagement metrics every time.

Mike Patel
Mike Patel
Backend Developer
★★★★★
4.8

Best linkedin scraping tool for comments and posts. Scalable and no bans – highly recommend.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
5.0

Transformed our linkedin data extraction workflow. Easy API, rich datasets for competitor analysis.

David Kim
David Kim
CTO
★★★★★
4.9

Linkedin post scraper delivers precise engagement data. No-code dashboard is a bonus for our team.

Lisa Wong
Lisa Wong
Product Manager
★★★★★
5.0

Reliable linkedin scraper api with zero downtime. Handles mass profile posts flawlessly.

Tom Harris
Tom Harris
DevOps Engineer
★★★★★
4.7

Extract linkedin profile data effortlessly. Boosted our outreach with high-quality scraped profiles.

Nina Gupta
Nina Gupta
Sales Director
★★★★★
5.0

Perfect for training models on linkedin scraping data. Clean JSON and fast scraping speeds.

Raj Singh
Raj Singh
ML Engineer
★★★★★
4.9

Linkedin comments scraper provides threaded replies goldmine. Easy export to Excel for reports.

Claire Dubois
Claire Dubois
BI Analyst
★★★★★
5.0

Game-changer for our linkedin profile scraper needs. Fast, reliable JSON output integrated seamlessly with our Python pipelines.

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

Scraping linkedin posts has never been easier. No cookies hassle, perfect dataset quality for lead gen campaigns.

Sarah Chen
Sarah Chen
Growth Marketer
★★★★★
5.0

Linkedin scraper python integration took minutes. Accurate profile data and engagement metrics every time.

Mike Patel
Mike Patel
Backend Developer
★★★★★
4.8

Best linkedin scraping tool for comments and posts. Scalable and no bans – highly recommend.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
5.0

Transformed our linkedin data extraction workflow. Easy API, rich datasets for competitor analysis.

David Kim
David Kim
CTO
★★★★★
4.9

Linkedin post scraper delivers precise engagement data. No-code dashboard is a bonus for our team.

Lisa Wong
Lisa Wong
Product Manager
★★★★★
5.0

Reliable linkedin scraper api with zero downtime. Handles mass profile posts flawlessly.

Tom Harris
Tom Harris
DevOps Engineer
★★★★★
4.7

Extract linkedin profile data effortlessly. Boosted our outreach with high-quality scraped profiles.

Nina Gupta
Nina Gupta
Sales Director
★★★★★
5.0

Perfect for training models on linkedin scraping data. Clean JSON and fast scraping speeds.

Raj Singh
Raj Singh
ML Engineer
★★★★★
4.9

Linkedin comments scraper provides threaded replies goldmine. Easy export to Excel for reports.

Claire Dubois
Claire Dubois
BI Analyst
★★★★★
5.0

Game-changer for our linkedin profile scraper needs. Fast, reliable JSON output integrated seamlessly with our Python pipelines.

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

Scraping linkedin posts has never been easier. No cookies hassle, perfect dataset quality for lead gen campaigns.

Sarah Chen
Sarah Chen
Growth Marketer
★★★★★
5.0

Linkedin scraper python integration took minutes. Accurate profile data and engagement metrics every time.

Mike Patel
Mike Patel
Backend Developer
★★★★★
4.8

Best linkedin scraping tool for comments and posts. Scalable and no bans – highly recommend.

Emma Lopez
Emma Lopez
Analytics Lead
★★★★★
5.0

Transformed our linkedin data extraction workflow. Easy API, rich datasets for competitor analysis.

David Kim
David Kim
CTO
★★★★★
4.9

Linkedin post scraper delivers precise engagement data. No-code dashboard is a bonus for our team.

Lisa Wong
Lisa Wong
Product Manager
★★★★★
5.0

Reliable linkedin scraper api with zero downtime. Handles mass profile posts flawlessly.

Tom Harris
Tom Harris
DevOps Engineer
★★★★★
4.7

Extract linkedin profile data effortlessly. Boosted our outreach with high-quality scraped profiles.

Nina Gupta
Nina Gupta
Sales Director
★★★★★
5.0

Perfect for training models on linkedin scraping data. Clean JSON and fast scraping speeds.

Raj Singh
Raj Singh
ML Engineer
★★★★★
4.9

Linkedin comments scraper provides threaded replies goldmine. Easy export to Excel for reports.

Claire Dubois
Claire Dubois
BI Analyst
ISO 27001
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CDPR
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Top-Rated by Users
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Leader
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Easiest To Use
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Best Value Award
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Frequently asked questions

Everything you need to know about XCrawl.

How does the Linkedin Mass Profile Posts Scraper API architecture work?
Our no-cookies LinkedIn scraper API uses headless browsers and proxy rotation to fetch public data via REST endpoints, returning structured JSON without requiring user sessions or authentication.
What factors determine pricing for this linkedin scraper api?
Pricing scales based on request volume, data fields extracted, concurrent scrapes, and storage needs – with pay-per-successful-record options for linkedin profile scraper and posts.
What data coverage and limitations does it have?
Full coverage for public LinkedIn profiles, posts, comments, and engagement metrics; private content or login-walled data is not accessible due to platform restrictions.
Is using this tool legally compliant?
We focus exclusively on publicly available data from LinkedIn, adhering to robots.txt and terms where possible; always consult legal for your use case and respect rate limits.
What integration support is available?
Comprehensive docs, Python/Node.js SDKs, webhook support, and Slack/priority email for linkedin scraper python setups, plus dashboard for no-code users.

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