LinkedIn Profile Feed Scraper with Likers & Commenters

Pull posts from a LinkedIn profile's activity feed or a direct post URL, with engagement counts, hashtags, media, and optionally the people who liked or commented on each post. Requires a LinkedIn session cookie.

Open in Apify Store$0.99 / 1K on Free

Short answer

LinkedIn Profile Feed Scraper with Likers & Commenters is an Apify Store Actor for LinkedIn data that returns 15 published output fields, including postedAt, postUrl, content, authorName. It lists $0.99 per 1,000 results on the Free plan (pay per event), $0.49 on the Business plan. It takes 20 input settings, none required. It covers 3 of the 8 core LinkedIn fields this site tracks. Last updated Oct 17, 2026.

From the public Store listing and published build schema, synced 2026-11-12.
LinkedIn Social mediaLead generationAutomation

What it returns

15 fields from the published dataset schema. Export as JSON, CSV or Excel, or read the dataset through the Apify API.

  • authorName
  • postedAt
  • mediaType
  • reactionsCount
  • commentsCount
  • postUrl
  • scrapedAt
  • postId
  • authorFollowers
  • authorHeadline
  • authorProfileUrl
  • content
  • comments
  • videoDuration
  • inputUrl

Not in the schema among the core LinkedIn fields: name, headline, company, title, location. The field matrix shows which other tools return them.

How it differs from the other LinkedIn Actors

Among the 19 catalogue Actors for LinkedIn with a published schema, only this one returns videoDuration.

Pick another Actor if you need

Fields other LinkedIn catalogue Actors return that LinkedIn Profile Feed Scraper with Likers & Commenters does not
ActorFields it addsPrice / 1K
LinkedIn People Search by Name with Company & School Filters location, currentCompany, searchName $0.99
LinkedIn Guest-View Profile Data Extractor location, followersCount, connectionsText, headlineSource $0.99
LinkedIn Trending Posts & Top Voices Feed Scraper authorIsInfluencer, topicTitle, topicRank, voiceName $0.99
LinkedIn University Alumni Search by Degree & Year schoolName, location, alumniCount, insightDimension $0.99
B2B Lead Discovery by Job Title & Location title, company, location, linkedinUrl $0.99

Input

Input settings for LinkedIn Profile Feed Scraper with Likers & Commenters
SettingTypeRequiredDefaultWhat it does
mode string No auto What to scrape. "Auto" uses the URLs you provide; the actor picks the right pipeline automatically.
profileUrl string No – (mode=profilePosts or auto) LinkedIn profile URL, e.g. https://www.linkedin.com/in/williamhgates, or just the username.
postUrl string No – (mode=postUrls or auto) A LinkedIn post link, feed-update link, activity URN or bare activity ID. No login needed.
postUrls array No – (mode=postUrls) A list of LinkedIn post links, feed-update links, activity URNs or bare activity IDs. Combined with Post URL if both are set.
maxPosts integer No 10 Maximum number of posts to return. Cookieless profile feeds are capped by LinkedIn at the newest ~8 public posts; with the optional cookie the feed paginates up to this limit.
postedLimit string No – Keep only posts published within this window. "Any time" keeps everything.
postedAfter string No – Optional. Keep posts published on or after this date. Format: 2026-01-31 or full ISO 8601.
postedBefore string No – Optional. Keep posts published on or before this date. Format: 2026-01-31 or full ISO 8601.
maxComments integer No 10 How many top comments to include per post. LinkedIn shows ~10 comments to logged-out visitors and the cookie path adds commenter profile URLs to those same first ~10 - a documented source ceiling either way.
includeVideoTranscript boolean No false When on, video posts include the full spoken transcript (can make rows large).
Show the other 10 settings
More input settings for LinkedIn Profile Feed Scraper with Likers & Commenters
SettingTypeRequiredDefaultWhat it does
scrapeInteractors boolean No false Optional extra. Requires the LinkedIn Cookie field and adds the first page of commenters with profile URLs/headlines. Cookieless runs always include engagement counts and the top comments.
scrapeReactions boolean No false With Scrape Likers & Commenters on, also include the first page of likers (name/headline/profile URL). Requires the optional cookie. LinkedIn's liker pagination endpoint is not available to visitors, so this is the visible first page only.
maxInteractors integer No 50 Cap applied separately to the likers list and the commenters list of each post when interactor scraping is enabled.
cookie string No – Optional and never required - the actor works without any login. If supplied, it unlocks extra data: profile feeds paginate past the ~10-post cookieless ceiling up to Max Posts, and every post gains reaction-type breakdowns, reposts/views counts and the first page of likers/commenters. Accepts the l
cookies array No – Full browser cookie export for linkedin.com as a JSON array of {name, value} objects (Cookie-Editor extension -> Export -> JSON). Same effect as the Cookie field - merged with it when both are set. Optional and never required.
language string No en Language hint sent to LinkedIn. Affects localized content where available.
includeReposts boolean No true When off, reposts/reshared posts are excluded from the output.
minReactions integer No 0 Skip posts that received fewer than this many reactions. 0 keeps everything.
minComments integer No 0 Skip posts that received fewer than this many comments. 0 keeps everything.
mediaTypes array No [] Restrict output to specific post media types. Leave empty to keep all. Cookieless runs detect text, image, video and repost posts.

Example input

Built from the input form's published example values and defaults.

{
  "mode": "postUrls",
  "profileUrl": "https://www.linkedin.com/in/satyanadella",
  "postUrl": "https://www.linkedin.com/posts/nvidia_ai-is-technology-that-is-built-and-improved-activity-7508569677040893954-sffp",
  "maxPosts": 1,
  "maxComments": 10,
  "includeVideoTranscript": false,
  "scrapeInteractors": false,
  "scrapeReactions": false,
  "maxInteractors": 50,
  "language": "en",
  "includeReposts": true,
  "minReactions": 0,
  "minComments": 0,
  "mediaTypes": []
}

Run it from code or an AI agent

The same run through the Apify API, with the example input. You need an Apify API token; the run is billed to your account at the Store price.

Python

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run_input = {
    "mode": "postUrls",
    "profileUrl": "https://www.linkedin.com/in/satyanadella",
    "postUrl": "https://www.linkedin.com/posts/nvidia_ai-is-technology-that-is-built-and-improved-activity-7508569677040893954-sffp",
    "maxPosts": 1,
    "maxComments": 10,
    "includeVideoTranscript": False,
    "scrapeInteractors": False,
    "scrapeReactions": False,
    "maxInteractors": 50,
    "language": "en",
    "includeReposts": True,
    "minReactions": 0,
    "minComments": 0,
    "mediaTypes": []
}

run = client.actor("vexaloom-labs/linkedin-profile-feed-scraper-with-likers").call(run_input=run_input)
if run is None:
    raise RuntimeError("The Actor run was not found.")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

pip install apify-client

JavaScript

import { ApifyClient } from "apify-client";

const client = new ApifyClient({ token: "<YOUR_APIFY_TOKEN>" });
const input = {
    "mode": "postUrls",
    "profileUrl": "https://www.linkedin.com/in/satyanadella",
    "postUrl": "https://www.linkedin.com/posts/nvidia_ai-is-technology-that-is-built-and-improved-activity-7508569677040893954-sffp",
    "maxPosts": 1,
    "maxComments": 10,
    "includeVideoTranscript": false,
    "scrapeInteractors": false,
    "scrapeReactions": false,
    "maxInteractors": 50,
    "language": "en",
    "includeReposts": true,
    "minReactions": 0,
    "minComments": 0,
    "mediaTypes": []
};

const run = await client.actor("vexaloom-labs/linkedin-profile-feed-scraper-with-likers").call(input);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

npm install apify-client

cURL

curl -X POST "https://api.apify.com/v2/actors/vexaloom-labs~linkedin-profile-feed-scraper-with-likers/run-sync-get-dataset-items"   -H "Authorization: Bearer $APIFY_TOKEN"   -H "Content-Type: application/json"   -d '{"mode":"postUrls","profileUrl":"https://www.linkedin.com/in/satyanadella","postUrl":"https://www.linkedin.com/posts/nvidia_ai-is-technology-that-is-built-and-improved-activity-7508569677040893954-sffp","maxPosts":1,"maxComments":10,"includeVideoTranscript":false,"scrapeInteractors":false,"scrapeReactions":false,"maxInteractors":50,"language":"en","includeReposts":true,"minReactions":0,"minComments":0,"mediaTypes":[]}'

Waits for the run and returns the dataset items (runs over 300 seconds return HTTP 408; start an async run instead).

MCP (AI agents)

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com?tools=vexaloom-labs/linkedin-profile-feed-scraper-with-likers",
      "headers": {
        "Authorization": "Bearer <YOUR_APIFY_TOKEN>"
      }
    }
  }
}

Adds this Actor as a tool in an MCP client that takes a remote server URL (Cursor, VS Code, Claude Code) through Apify's hosted MCP server. OAuth sign-in also works without the header. Clients that only start local servers can wrap the URL with npx mcp-remote.

What a run costs

The result rate falls on higher Apify plans. Each figure is the published per-result rate times the number of results.

Cost of LinkedIn Profile Feed Scraper with Likers & Commenters results by Apify plan
Apify planPer 1,00010,000 results100,000 results
Free plan$0.99$9.90$99
Starter plan$0.82$8.20$82
Scale plan$0.66$6.60$66
Business plan$0.49$4.90$49
  • Every run also has a start event, charged per GB of memory (minimum one): $0.10 on Free, $0.03 on Business. At its default memory of 4 GB a run starts at $0.40 on Free. Fewer, larger runs keep this small.
  • The Free plan includes $5 of monthly usage (Apify pricing, checked 2026-11-11); at the Free rate that covers at most about 5,050 results, less start events and platform usage.
  • Worked example: 10,000 results in one run on the Free plan cost $10.30 ($9.90 for results + $0.40 start), plus Apify platform usage (compute), billed separately by Apify.
  • Pay per event. Platform usage (compute) is billed by Apify on top of the event prices. Compare other tools in the cost estimator.

Where it fits among LinkedIn routes

It ranks 12 of 19 catalogue Actors for LinkedIn on the published formula (fields, price, reliability, freshness). Its line is highlighted on the map.

Route diagram for LinkedIn dataLinkedIn People Search by Name with Company & School Filters: stops at 5 of the 10 fields shown; LinkedIn Guest-View Profile Data Extractor: stops at 6 of the 10 fields shown; LinkedIn Trending Posts & Top Voices Feed Scraper: stops at 8 of the 10 fields shown; LinkedIn Profile Feed Scraper with Likers & Commenters: stops at 5 of the 10 fields shown; Other Store tools (1): stops at 3 of the 10 fields shown; LinkedIn APIs (partner programs): partner, field coverage not compared.LinkedInnameheadlinecompanytitlelocationposted atscrapedAtpostUrlreactionsCountcommentsCount12312+API

Stops are fields. A ring means the field is in that route's published output schema; no ring means the line passes without it. Bold labels are the core fields for this website, the rest are fields that differ between routes. A white capsule means every data line stops there. The red line is the official API; its field coverage is not compared. A crossed red line means there is no open official API.

Official route: LinkedIn APIs (partner programs)

Partner only. LinkedIn does not offer an open public data API. Access is through approved partner programs with defined scopes, such as marketing and talent integrations.

Partner pricing is not published as a self-serve rate card.

Official documentation

Other Store tools for LinkedIn

Reference only, from their public listings.

Other Store tools for LinkedIn
ToolFieldsPrice / 1K
LinkedIn Profile Posts Scraper (No Cookies)–$2.00
LinkedIn Profile Scraper + Email (No Cookies)–$4.00
LinkedIn Profile Search Scraper (No Cookies) Find all people–$4.00
LinkedIn Profile Comments Scraper (No Cookies)–$2.00
LinkedIn Profile Reactions Scraper (No Cookies)–$2.00

What people use it for

  • Collect profile activity
  • Analyze post engagement
  • Extract video transcripts

Other catalogue Actors for LinkedIn

LinkedIn People Search by Name with Company & School Filters

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LinkedIn Guest-View Profile Data Extractor

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LinkedIn Trending Posts & Top Voices Feed Scraper

Pull LinkedIn's trending and top-performing posts by topic keyword, with reaction/comment/repost counts, a per-reaction-type breakdown, author…

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LinkedIn University Alumni Search by Degree & Year

Search a university's LinkedIn alumni by field of study, degree, graduation year, current employer, and location, and get each match's profile,…

5/8 core fields 9 output fields $0.99 per 1K

B2B Lead Discovery by Job Title & Location

Find public LinkedIn profiles by job title, location, or company using cookieless web search. Returns names, best-effort titles and companies,…

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LinkedIn Company Page Post & Engagement Extractor

Pull posts from any LinkedIn company page with captions, media, article links, hashtags, mentions, and reaction/comment/repost counts, filterable…

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LinkedIn Activity Feed Scraper with Engagement Filters

Pull posts, articles, and reposts from LinkedIn profile activity feeds, with reaction/comment/date filters and a per-reaction-type breakdown.…

9 output fields $0.99 per 1K

LinkedIn Hashtag Feed Engagement Scraper

Pull posts published under one or more LinkedIn hashtags, with author name, headline, content, media type and reaction/comment/repost counts.…

9 output fields $0.99 per 1K

LinkedIn Profile Engagement Timeline Scraper

Pull a LinkedIn profile's posts, reposts, comments, and reactions in one run, with the original post's author, text, and link attached to each…

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Facebook Group Feed & Engagement Extractor

Pull posts from any public Facebook group with full text, media, reaction breakdown, top comments and reshares, plus optional group member count,…

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LinkedIn Keyword & Hashtag Post Discovery Scraper

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LinkedIn Post Comment & Reply Thread Extractor

Pull top-level comments from LinkedIn posts, with optional nested reply threads, author identity, reaction counts, and linked profiles found in…

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Questions people ask

How much does LinkedIn Profile Feed Scraper with Likers & Commenters cost?

The published result rate depends on your Apify plan: $0.99 per 1,000 on Free, $0.82 per 1,000 on Starter, $0.66 per 1,000 on Scale, $0.49 per 1,000 on Business. So 10,000 results cost about $9.90 on the Free plan and $4.90 on Business, plus a start fee of $0.10 per run per GB of memory on Free. Platform usage is billed separately.

What data does LinkedIn Profile Feed Scraper with Likers & Commenters return?

Its published output schema lists 15 fields: authorName, postedAt, mediaType, reactionsCount, commentsCount, postUrl, scrapedAt, postId, authorFollowers, authorHeadline, authorProfileUrl, content, and 3 more. A listed field is not guaranteed to be filled in every row.

What input does LinkedIn Profile Feed Scraper with Likers & Commenters need?

No input is strictly required; the defaults run as is. Common settings: mode, profileUrl, postUrl, postUrls, maxPosts, postedLimit.

What are the alternatives to LinkedIn Profile Feed Scraper with Likers & Commenters for LinkedIn?

19 catalogue Actors cover LinkedIn. Close alternatives: LinkedIn People Search by Name with Company & School Filters; LinkedIn Guest-View Profile Data Extractor; LinkedIn Trending Posts & Top Voices Feed Scraper. The LinkedIn page compares all of them field by field.

How do I run LinkedIn Profile Feed Scraper with Likers & Commenters from Python or the API?

Use the Apify API client: in Python, ApifyClient(token).actor("vexaloom-labs/linkedin-profile-feed-scraper-with-likers").call(run_input=...), then read the run's default dataset (run.default_dataset_id); in JavaScript the same call is client.actor("vexaloom-labs/linkedin-profile-feed-scraper-with-likers").call(input). Without a client, POST the input JSON to https://api.apify.com/v2/actors/vexaloom-labs~linkedin-profile-feed-scraper-with-likers/run-sync-get-dataset-items with your API token. Ready-to-paste code with the example input is on this page.

Sources

Actor updated 2026-10-17 Data synced 2026-11-12
Cite this page

Scraper Finder. "LinkedIn Profile Feed Scraper with Likers & Commenters." https://scraperfinder.com/catalogue/linkedin-profile-feed-scraper-with-likers/ (data checked 2026-11-12).

Run LinkedIn Profile Feed Scraper with Likers & Commenters

$0.99 per 1,000 results. Paste the example input above, set your LinkedIn query, then export the dataset. Still choosing? Compare every LinkedIn route.

Open in Apify Store