You can access the LinkedIn Profile Posts Scraper (No Cookies) 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

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            "description": "List of LinkedIn profile or company URLs to scrape. Example: `https://www.linkedin.com/in/satyanadella/` will fetch posted or re-posted content by Bill Gates.",
            "items": {
              "type": "string"
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          },
          "maxPosts": {
            "title": "Maximum number of posts to scrape per each input (overrides pagination)",
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            "description": "Maximum number of posts to scrape per each profile or company. Default is 10. This overrides pagination. If you set this to 0, it will scrape all posts."
          },
          "postedLimit": {
            "title": "Posted Limit",
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            "type": "string",
            "description": "Fetch posts no older than X time. Options: '24h', 'week', 'month'."
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          "postedLimitDate": {
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            "type": "string",
            "description": "Scrape posts from now up to and including this date. It supports the [Date time string format](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Date#date_time_string_format). For example, \"2011-10-10\", or \"2011-10-10T14:48:00.000+09:00\" or a timestamp: \"628021800000\""
          },
          "includeQuotePosts": {
            "title": "Include Quote Posts (shared posts with comments)",
            "type": "boolean",
            "description": "Include quote posts (shared posts with comments). By default, all posts are scraped.",
            "default": true
          },
          "includeReposts": {
            "title": "Include Reposts (shared posts without comments)",
            "type": "boolean",
            "description": "Include reposts (shared posts without comments). By default, all posts are scraped.",
            "default": true
          },
          "scrapeReactions": {
            "title": "Scrape Reactions",
            "type": "boolean",
            "description": "Scrape reactions of posts.",
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          },
          "maxReactions": {
            "title": "Maximum number of reactions to scrape per post",
            "type": "integer",
            "description": "Maximum number of reactions to scrape per post. Default is 5."
          },
          "postNestedReactions": {
            "title": "Post nested reactions (legacy, not recommended)",
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          },
          "scrapeComments": {
            "title": "Scrape Comments",
            "type": "boolean",
            "description": "Scrape comments of posts.",
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          },
          "maxComments": {
            "title": "Maximum number of comments to scrape per post",
            "type": "integer",
            "description": "Maximum number of comments to scrape per post. Default is 5."
          },
          "commentsPostedLimit": {
            "title": "Comments Posted Limit (filter)",
            "enum": [
              "any",
              "1h",
              "24h",
              "week",
              "month"
            ],
            "type": "string",
            "description": "Fetch comments no older than X time. Options: '24h', 'week', 'month'."
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            "title": "Post nested comments (legacy, not recommended)",
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LinkedIn Profile Posts Scraper (No Cookies) OpenAPI definition

OpenAPI is a standard for designing and describing RESTful APIs, allowing developers to define API structure, endpoints, and data formats in a machine-readable way. It simplifies API development, integration, and documentation.

OpenAPI is effective when used with AI agents and GPTs by standardizing how these systems interact with various APIs, for reliable integrations and efficient communication.

By defining machine-readable API specifications, OpenAPI allows AI models like GPTs to understand and use varied data sources, improving accuracy. This accelerates development, reduces errors, and provides context-aware responses, making OpenAPI a core component for AI applications.

You can download the OpenAPI definitions for LinkedIn Profile Posts Scraper (No Cookies) from the options below:

OpenAPI.json

If you’d like to learn more about how OpenAPI powers GPTs, read our blog post.

You can also check out our other API clients:

LinkedIn Profile Posts Scraper (No Cookies) API in Python

LinkedIn Profile Posts Scraper (No Cookies) API in JavaScript

LinkedIn Profile Posts Scraper (No Cookies) API through CLI

LinkedIn Profile Posts Scraper (No Cookies) API

LinkedIn Post Reactions Scraper (No Cookies) ✅ (No Cookies)

harvestapi/linkedin-post-reactions

Extract reactions of LinkedIn posts or comments, such as likes, appreciations, etc. No cookies or account required.

HarvestAPI

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Linkedin Post Search Scraper (No Cookies)

harvestapi/linkedin-post-search

Search LinkedIn Posts with advanced filters by target profiles or companies. No cookies or account required.

HarvestAPI

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Profile Posts Scraper for LinkedIn [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

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4.7

LinkedIn Profile Reactions Scraper ✅ (No Cookies)

harvestapi/linkedin-profile-reactions

Extract LinkedIn profile reactions, as well as full post data and social activities. No cookies or account required. Concurrency + fast response times

HarvestAPI

648

5.0

LinkedIn Profile Comments Scraper ✅ (No Cookies)

harvestapi/linkedin-profile-comments

Extract LinkedIn profile comments, as well as comment social activities such as likes and reactions. No cookies or account required, fast response times

HarvestAPI

830

5.0

Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

Extract comments from any Linkedin profile post. No cookies required.

FreshData

248

LinkedIn Post Comments Scraper (No Cookies) ✅ (No Cookies)

harvestapi/linkedin-post-comments

Extract LinkedIn post comments or comment replies in bulk, as well as comment social activities such as the number of likes and reactions. No cookies or account required

HarvestAPI

4.6

LinkedIn Profile Comments & Reactions Scraper No Cookies

scraping_solutions/linkedin-profile-comments-reactions-scraper-no-cookies

Extract comments and reactions from LinkedIn profiles with structured, deduplicated data. Supports multiple users, date and filtering. Ideal for analytics, lead generation, and engagement tracking.