LinkedIn Post Engagers Scraper | Likers, Commenters & Reshares

Extract public professionals who engage with LinkedIn posts. Collect likers, commenters, or resharers from one or multiple posts without a LinkedIn login or cookies, then export structured profiles for lead generation, account-based marketing, recruiting, campaign analysis, and CRM workflows.

This Actor is part of the Scraping Solutions multi-platform toolkit for LinkedIn, Instagram, TikTok, and X audience research.

What this Actor does

• Extracts public likers and reactions from LinkedIn posts.
• Extracts public commenters and available comment text and dates.
• Extracts public resharers and available reshare URLs.
• Processes multiple public post URLs in one run.
• Preserves the source post and engagement type on every dataset row.
• Deduplicates profiles separately for each source post and engagement type.
• Requires no LinkedIn account, login, cookies, or customer-supplied provider key.
• Exports results through Apify as JSON, JSONL, CSV, Excel, XML, HTML, RSS, or API responses.

Quick start

1. Add one or more public LinkedIn post URLs.
2. Choose Likers and reactions, Commenters, or Resharers.
3. Set the maximum results for each post.
4. Click Start.
5. Open the default dataset to review or export the profiles.

Likers example

{
  "urls": [
    "https://www.linkedin.com/posts/nvidia_ai-activity-7352008871848128512-TAoD"
  ],
  "resultsLimit": 100,
  "type": "likers"
}

Commenters example

{
  "urls": [
    "https://www.linkedin.com/posts/nvidia_ai-activity-7352008871848128512-TAoD"
  ],
  "resultsLimit": 250,
  "type": "commenters"
}

Multiple posts example

{
  "urls": [
    "https://www.linkedin.com/posts/nvidia_ai-activity-7352008871848128512-TAoD",
    "https://www.linkedin.com/posts/microsoft_cloud-activity-7444745624991944704-b2uN"
  ],
  "resultsLimit": 100,
  "type": "reshares"
}

Input

Field	Type	Required	Default	Description
urls	array	Yes	Example post	Public LinkedIn post URLs, one per line.
resultsLimit	integer	Yes	100	Maximum unique profiles per post URL. Minimum 1, maximum 3,000.
type	string	Yes	likers	Engagement audience: likers, commenters, or reshares.

The result limit applies per post

resultsLimit is evaluated independently for every post URL. For example, three URLs with a limit of 100 can produce up to 300 rows. The available public audience and the run's Apify charge limit can reduce the delivered total, especially for later URLs.

The input form also links to related Scraping Solutions tools. The inactive Google Maps cross-link has been removed and replaced with the TikTok Followers & Following Scraper.

Free-plan limits

The Actor does not impose a separate three-runs-per-day quota. Free users can run it within their available Apify credits and selected maximum total charge. The run must allow Apify's configured minimum maximum charge of $0.10.

For a first test, use one public post, request 25-50 results, and confirm that LinkedIn exposes the desired engagement audience before scaling.

Output fields

Output fields vary by the selected engagement type. Fields that are unavailable for a particular record may be omitted or empty.

Field	Available for	Description
post_Link	All types	Source LinkedIn post URL.
type	All types	Requested engagement type.
url_profile	All types	Public LinkedIn profile URL when available.
name	All types	Public name displayed by LinkedIn.
subtitle	Likers, commenters	Public professional headline when available.
Content	Commenters	Public comment text.
Datetime	Commenters	Available comment date value.
Timestamp	Commenters	Available comment timestamp value.
url_Reshare	Reshares	Public reshare URL when available.

The Actor does not currently promise a reaction subtype, LinkedIn profile ID, or avatar URL. Those fields should not be assumed in downstream integrations.

Example output

Commenter

{
  "post_Link": "https://www.linkedin.com/posts/nvidia_ai-activity-7352008871848128512-TAoD",
  "type": "commenters",
  "url_profile": "https://www.linkedin.com/in/example-profile",
  "name": "Alex Morgan",
  "subtitle": "VP of Data & AI | Enterprise Technology",
  "Content": "Interesting perspective on enterprise AI adoption.",
  "Datetime": "2026-08-12",
  "Timestamp": 1786502400000
}

Resharer

{
  "post_Link": "https://www.linkedin.com/posts/nvidia_ai-activity-7352008871848128512-TAoD",
  "type": "reshares",
  "url_profile": "https://www.linkedin.com/in/example-profile",
  "name": "Alex Morgan",
  "url_Reshare": "https://www.linkedin.com/posts/example-profile_activity-1234567890-abcd"
}

Pricing

This Actor uses pay-per-result pricing. A result event is charged when one engager is successfully written to the default dataset.

Apify plan	Price per result	100 results	1,000 results
Free	$0.00150	$0.15	$1.50
Starter / Bronze	$0.00140	$0.14	$1.40
Scale / Silver	$0.00120	$0.12	$1.20
Business / Gold	$0.00110	$0.11	$1.10
Platinum / Diamond	$0.00110	$0.11	$1.10

Pricing can change. Apify displays the applicable price and run limit before execution. resultsLimit is a maximum, not a guaranteed number, and only dataset rows actually delivered create result events.

Use cases

Lead generation

Build prospect lists from professionals engaging with posts about a relevant market, product, event, or business problem.

Account-based marketing

Identify visible decision-makers and practitioners interacting with content from target companies or industry leaders.

Competitor analysis

Analyze who engages with competitor content and compare public audiences across several posts.

Recruiting

Find professionals participating in conversations related to specific roles, technologies, or industries.

Campaign analysis

Measure the public professionals responding to company, executive, event, and launch content.

Thought-leadership tracking

Monitor engagement audiences around executives, creators, analysts, and industry experts.

Event promotion

Identify professionals visibly interested in an event, webinar, conference, or announcement.

CRM enrichment

Send profile URLs, names, headlines, engagement types, and source posts into sales and marketing workflows.

Audience comparison

Run multiple posts and compare recurring profiles, topics, and engagement signals across campaigns.

Reliability and result availability

• Temporary network, rate-limit, and provider errors are retried with exponential backoff.
• The Actor can fail over to a secondary provider when the primary provider remains unavailable.
• Results are deduplicated by source post, engagement type, and public profile URL.
• The Actor checks the remaining pay-per-event budget before each post and before writing results.
• Valid results are written per source post, so completed posts remain available if a later post fails.
• LinkedIn may limit, reorder, or omit public engagement records.
• Visible post counts can exceed the number of profiles LinkedIn makes publicly accessible.
• Private, deleted, restricted, malformed, or unavailable posts can return fewer results or none.

Export and integrations

Export the default dataset as JSON, JSONL, CSV, Excel, XML, HTML, or RSS. You can also run the Actor through the Apify API, save reusable Tasks, schedule recurring runs, trigger webhooks, or connect datasets to supported tools such as Make and Zapier. The Actor can participate in Apify MCP-compatible workflows.

FAQ

Does this Actor require LinkedIn login credentials or cookies?

No. It does not require a customer-provided LinkedIn account, password, or session cookie.

Can it access private posts?

No. It processes only public LinkedIn posts available through its data sources.

Can I process multiple post URLs in one run?

Yes. Add each public URL as a separate line in urls.

Does resultsLimit apply to the entire run?

No. It is the maximum per post URL, subject to public availability and the run's remaining charge budget.

Can I extract likers, commenters, and resharers together?

Each run uses one engagement type. Create separate runs or Tasks when you need multiple audience signals.

Which LinkedIn reaction types are available?

The current public output identifies the person as a likers result but does not guarantee a reaction subtype such as LIKE, LOVE, or CELEBRATE.

Why did I receive fewer results than requested?

LinkedIn may expose fewer public engagers than the visible count. Private or unavailable profiles, duplicates, exhausted pagination, provider availability, and the run charge limit can also reduce the result count.

How are duplicates handled?

Duplicate public profile URLs are removed within each source post and engagement type. The same professional can correctly appear for different posts.

Can I use the Actor through API or MCP?

Yes. Use the Apify API to start runs and retrieve dataset items. It can also be used in Apify MCP-compatible workflows.

How am I billed?

You are billed for each result successfully written to the default dataset at the price applicable to your Apify plan.

Can I export results to Excel or CSV?

Yes. Open the run dataset and select the required export format.

Can I use the data for automated outreach?

Use it only for lawful, proportionate, and responsible purposes. Review applicable privacy, marketing, and platform requirements before contacting anyone.

Responsible use

This Actor collects publicly accessible professional information. Use the output lawfully and follow applicable privacy, data-protection, marketing, employment, and platform requirements. Do not use it for spam, harassment, unlawful profiling, discriminatory decisions, or decisions producing legal or similarly significant effects without appropriate safeguards.

Related Actors by Scraping Solutions

• LinkedIn Posts Scraper - Profiles, Companies and Groups
• LinkedIn Profile Comments & Reactions Scraper
• LinkedIn Profile & Company Posts - Engagers and Comments
• Instagram Engagers - Likes and Comments
• Instagram Followers & Following Scraper
• TikTok Followers & Following Scraper
• X (Twitter) Followers & Following Scraper

Categories

Lead Generation, Social Media, Marketing

Support

Open an issue on the Actor support page. Include the run ID, public post URL, selected engagement type, requested result limit, expected behavior, and actual behavior. Never include passwords, cookies, or API keys.