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from $5.50 / 1,000 results

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LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅

Try for free

Scrape LinkedIn post comments, replies, and reactions at scale. Collects comment text, author profiles, reaction types, reactor details, and timestamps with configurable limits - no LinkedIn login required.

Pricing

from $5.50 / 1,000 results

Rating

5.0

(1)

Developer

Unseen User

Actor stats

Bookmarked

Total users

Monthly active users

3 days ago

Last modified

Categories

Automation

Lead generation

Social media

Post URLs or IDs

posts

Required

List of LinkedIn post identifiers. Accepts numeric post IDs (e.g. 7302346926123798528), activity URLs (e.g. https://www.linkedin.com/feed/update/urn:li:activity:7302346926123798528/), or full post URLs (e.g. https://www.linkedin.com/posts/username_title-activity-7302346926123798528-dMnz).

Type:string[]

Sort Comments By

sortBy

Optional

How to sort the comments. 'Most relevant' shows comments LinkedIn considers most engaging. 'Most recent' shows newest comments first.

Type:string

Default:relevant

Options:

relevantrecent

Page Number

pageNumber

Optional

Page number for pagination. Each page returns up to 100 comments. Page 1 = results 1-100, Page 2 = results 101-200, etc.

Type:integer

Minimum:1

Default:1

Include Replies

includeReplies

Optional

Whether to include nested replies to comments.

Type:boolean

Default:true

Include Reactions

includeReactions

Optional

Whether to also scrape reactions (likes, celebrations, etc.) for each post. Reactions are returned as separate items in the dataset with data_type 'reaction'.

Type:boolean

Default:true

Reaction Type Filter

reactionType

Optional

Filter reactions by type. 'ALL' returns every reaction type.

Type:string

Default:ALL

Options:

ALLLIKEPRAISEEMPATHYAPPRECIATIONINTEREST

Comments Limit

commentsLimit

Optional

Maximum number of comments to return per post. Set to 0 for no limit.

Type:integer

Minimum:0

Default:0

Reactions Limit

reactionsLimit

Optional

Maximum number of reactions to return per post. Set to 0 for no limit.

Type:integer

Minimum:0

Default:0

LinkedIn Company Posts Scraper (No Cookies) ✅ $2 per 1k

harvestapi/linkedin-company-posts

Extract posts from LinkedIn companies including content, media, engagement, reactions, comments and more. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡

HarvestAPI

1.7K

5.0

(3)

LinkedIn Profile Reactions Scraper (No Cookies) ✅ $2 per 1k

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

370

Linkedin Posts Scraper ✅ No cookies needed ✅

expected_knight/linkedin-posts-scraper-no-cookies-needed

LinkedIn Posts Scraper is designed to quickly and accurately gather posts from LinkedIn timelines, capturing comprehensive details like post content, publication date, engagement statistics (likes, comments, shares), and associated media such as images, videos, and links.

Ritozpal

LinkedIn Post & Comments Scraper ✅ No cookies

practicaltools/Apify-linkedin-post-scraper

A robust Actor that extracts structured data from public LinkedIn posts, including author, text, images, videos, date and reactions.

Practical Tools

164

4.0

(1)

Linkedin profile post scraper (NO COOKIE) 2$/1000 posts

unlimitedleadtestinbox/linkedin-profile-post-scraper-no-cookie-2-1000-posts

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

unli

Linkedin profile post scraper (NO COOKIE)

unlimitedleadtestinbox/linkedin-profile-post-scraper-no-cookie

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

unli

Linkedin Post Search Scraper ✅ No cookies

aniruddh_from_clay.wtf/linkedin-post-search-scraper-no-cookies

Scrape LinkedIn Posts Data without risking your LinkedIn account

Aniruddh from clay.wtf

5.0

(1)

Reaction Scraper

bestscrapers/reaction-scraper

The **Linkedin Post's Reaction Scraper** is a powerful tool designed to extract detailed reactions data from any profile posts — without the need for cookies or login.

Linkedin Scrapers

182

5.0

(1)

Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

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

FreshData

137

LinkedIn Post's Reactions Scraper

freshdata/reaction-scraper

extract detailed reactions data from any profile post

FreshData

Linkedin Profile Post Scraper

scraper-engine/linkedin-profile-post-scraper

Extract public posts from LinkedIn profiles with this reliable LinkedIn Profile Post Scraper. Collect post text, dates, reactions, comments count, media links, and engagement metrics in structured JSON. Ideal for lead research, content analysis, and competitive monitoring at scale.