Best LinkedIn posts scrapers (October 2026)

Posts, reactions, comments and author data from profiles and searches. The 6 LinkedIn posts scrapers on the Apify Store with the most users in the last 30 days, out of 25 that match, compared by price, success rate and reviews. Refreshed daily from Apify's public API.

ActorUsers (30d)Success (30d)PriceRatingLast run
LinkedIn Profile Posts Scraper (No Cookies)by harvestapiMost usedLowest price
10,621100%$2.00 / 1,000 results 4.4 (55)today Run
8,191100%$2.00 / 1,000 results 5.0 (53)today Run
4,392100%$2.00 / 1,000 results 5.0 (21)today Run
2,208100%$2.00 / 1,000 results 4.8 (22)today Run
Linkedin Post Scraper ✅ No cookiesby supreme_coderLowest price
1,517100%$2.00 / 1,000 results 4.1 (54)today Run
1,124100%$2.00 / 1,000 results 5.0 (19)today Run

Editor's notes

All six actors are priced at $2.00 per 1,000 results and report a 100% success rate over the last 30 days, so the choice mostly depends on the job. For posts from a named person, use LinkedIn Profile Posts Scraper (No Cookies), which has the most recent users (10,621). For keyword or filtered discovery across profiles and companies, use Linkedin Post Search Scraper (No Cookies), which has the highest rating in the set (4.95 from 53 reviews). For a company page's output, use LinkedIn Company Posts Scraper (No Cookies). For engagement detail, use LinkedIn Post Comments Scraper (No Cookies) for comments and replies, and LinkedIn Post Reactions Scraper (No Cookies) for reaction types. Linkedin Post Scraper ✅ No cookies, from supreme_coder, has the lowest rating (4.05 from 54 reviews) and is a general option for unlimited post scraping.

Things to know before scraping LinkedIn posts

LinkedIn's User Agreement restricts automated scraping, and collecting profile or author data may engage personal-data rules such as the GDPR, so check both before running any actor. This note is general information and not legal advice. Notes drafted with AI assistance from the figures above and refreshed when the ranking changes (last 2026-10-14).

How to read this table

Run LinkedIn posts scrapers from your code

Every actor above has the same API. Replace the actor name and your token:

curl -X POST "https://api.apify.com/v2/acts/harvestapi~linkedin-profile-posts/run-sync-get-dataset-items?token=YOUR_TOKEN" \
  -H "Content-Type: application/json" -d '{ ...input... }'

Actors also run on a schedule inside Apify, send results to Google Sheets, Slack, Make, Zapier or n8n, and can be called by AI agents through the Apify MCP server. See how to use scrapers from AI agents.

Frequently asked

Which LinkedIn posts scraper is the most used?

LinkedIn Profile Posts Scraper (No Cookies) by harvestapi had 10,621 distinct users in the last 30 days, the most of the 6 actors compared here. Its listed price is $2.00 / 1,000 results.

How much does scraping LinkedIn posts cost?

Pay-per-result actors here are listed at about $2.00 per 1,000 results. Pay-per-event actors include Apify's compute in the price; free actors charge platform usage instead.

Do I need to write code to scrape LinkedIn posts?

No. Every actor runs from the Apify web console with a form for the input, and results download as JSON, CSV or Excel. Developers can call the same actor through the REST API, and AI agents can run it through the Apify MCP server.

None of these fit?

If you need different fields, another site, or a scraper wired into a bigger automation, request a custom scraper. You get a fixed price within a day.

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