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$20.00/month + usage

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LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments

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Agent-X

Scrape & Collect profiles, companies, posts, messages, reactions, and comments efficiently. Save 84% on costs while getting more functionality. Perfect for researchers, recruiters, sales teams, and marketers. Customizable, automated, and easy to integrate.

5.0 (1)

Pricing

$20.00/month + usage

Total users

Monthly users

Runs succeeded

74%

Issue response

2.6 days

Last modified

2 months ago

Lead generation

Social media

Automation

You can access the LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

$echo '{
<  "cookie": {
<    "li_at": "AQEDASp5C8kFE-KwAAABjLU1NbIAAAGM2UG5sk4AKQeJJk...",
<    "JSESSIONID": "ajax:853756...."
<  },
<  "operations": {
<    "operations": [
<      {
<        "retrieval_type": "Post_Content",
<        "url": "https://linkedin.com/in/sarah-smith-12345...",
<        "days_to_go_back": 7,
<        "number_of_posts": 5,
<        "deep_search": false,
<        "number_of_comments": 5,
<        "number_of_reactions": 5
<      },
<      {
<        "retrieval_type": "Post_From_URL",
<        "keywords": "artificial intelligence",
<        "extra_filters": ",geoUrn->103644278,network->F",
<        "deep_search": false,
<        "number_of_comments": 1,
<        "number_of_reactions": 1,
<        "number_of_search_pages": 1
<      },
<      {
<        "retrieval_type": "Company",
<        "url": "https://linkedin.com/company/acme-innovations..."
<      },
<      {
<        "retrieval_type": "LinkedIn_Profile",
<        "url": "https://linkedin.com/in/sarah-smith-12345..."
<      },
<      {
<        "retrieval_type": "Conversation_Detail",
<        "profile": "https://linkedin.com/in/sarah-smith-12345..."
<      }
<    ]
<  },
<  "proxyConfiguration": {
<    "useApifyProxy": true
<  },
<  "apifyToken": "apfy_act_1234567890abcdefghijklmn",
<  "webHookUrls": [
<    "https://api.company.com/webhook/linkedin"
<  ]
<}' |
<apify call agent-x/linkedin-multi-functional-scraper --silent --output-dataset

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments API through CLI

The Apify CLI is the official tool that allows you to use LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments locally, providing convenience functions and automatic retries on errors.

Install the Apify CLI

$npm i -g apify-cli
$apify login

Other API clients include:

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments API in Python

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments API in JavaScript

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments OpenAPI definition

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments API

Linkedin Mass Profile Posts Scraper | NO COOKIES

apimaestro/linkedin-batch-profile-posts-scraper

Scrape in Batch LinkedIn posts from LinkedIn profiles including post content, reactions, comments count, and media attachments

API Maestro

150

Linkedin Profile Comments [NO COOKIES]

apimaestro/linkedin-profile-comments

Linkedin User comments scraper: Extract comments LinkedIn profiles and users including post content, reactions, stats, media attachments and more.

API Maestro

130

Linkedin Profile Posts Scraper [NO COOKIES]

apimaestro/linkedin-profile-posts

Scrape LinkedIn posts data for a given LinkedIn profile including post content, reactions, comments count, and media attachments

API Maestro

1.4k

Linkedin Profile Reactions [NO COOKIES]

apimaestro/linkedin-profile-reactions

Linkedin User Reactions Scraper: Extract reactions for LinkedIn profiles and users including post content, reactions, stats, article, media attachments and more.

API Maestro

Linkedin post reactions scraper

curious_coder/linkedin-post-reactions-scraper

Scrape reactions or likes from linkedin post

Curious Coder

439

Linkedin Post Comments,Replies,Engagements Scraper | No Cookies

apimaestro/linkedin-post-comments-replies-engagements-scraper-no-cookies

Scrape in Batch all LinkedIn post related data including comments, stats, , reactions, replies and media attachments

API Maestro

176

Linkedin Post Reactions Scraper

apimaestro/linkedin-post-reactions

Scrape all reactions data for a given post

API Maestro

Linkedin Posts Reactions Scraper

saswave/linkedin-posts-interactions-parser

Extract people who comments, mentions and likes from linkedin post or article. Allows you to extract all interactions / reactions from a url. Input can be a /posts url or article url. Also provide a /company or /in url and it will parse multiple posts from the source (organic and promoted LinkedIn)

SASWAVE

263

Discover LinkedIn People Posts

pratikdani/discover-linkedin-people-posts

It retrieves posts created, liked, or commented on by the user, along with detailed insights like reactions, comments, hashtags, and more, in a structured JSON format.

Pratik Dani

Linkedin Posts Scraper (users,companies,groups) ✅ No cookies ✅

scraping_solutions/linkedin-posts-scraper-users-groups-schools-no-cookies

LinkedIn Timelines Posts Scraper Scrape LinkedIn timeline posts from users, groups, showcase pages, and schools quickly and efficiently. This actor extracts detailed post data, including content, timestamps, engagement metrics (likes, comments, shares), and media (images, videos, links).