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.What it returns
15 fields from the published dataset schema. Export as JSON, CSV or Excel, or read the dataset through the Apify API.
authorNamepostedAtmediaTypereactionsCountcommentsCountpostUrlscrapedAtpostIdauthorFollowersauthorHeadlineauthorProfileUrlcontentcommentsvideoDurationinputUrl
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
| Actor | Fields it adds | Price / 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
| Setting | Type | Required | Default | What 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
| Setting | Type | Required | Default | What 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.
| Apify plan | Per 1,000 | 10,000 results | 100,000 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.
- 1 LinkedIn People Search by Name with Company & School Filters 6 output fields, pay per event 6 of 8 core fields
$0.99 / 1K - 2 LinkedIn Guest-View Profile Data Extractor 30 output fields, pay per event 6 of 8 core fields
$0.99 / 1K - 3 LinkedIn Trending Posts & Top Voices Feed Scraper 19 output fields, pay per event 7 of 8 core fields
$0.99 / 1K - 12 LinkedIn Profile Feed Scraper with Likers & Commenters 15 output fields, pay per event 3 of 8 core fields
$0.99 / 1K - + 1 other Store tool, combined Reference only 4 of 8 core fields
from $29 / 1K - API LinkedIn APIs (partner programs) Partner only fields not compared
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.
Other Store tools for LinkedIn
Reference only, from their public listings.
| Tool | Fields | Price / 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
Search LinkedIn for a list of names and get matching profiles with headline, location, current role and company, connection degree, and profile…
LinkedIn Guest-View Profile Data Extractor
Extract names, headlines, work history, education, certifications, honors, volunteer work, projects, and follower counts from public LinkedIn…
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…
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,…
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,…
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…
Similar Actors
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.…
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.…
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…
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,…
LinkedIn Keyword & Hashtag Post Discovery Scraper
Search LinkedIn posts by keyword or hashtag with filters for date, author type, industry, connection degree, mentions, and minimum reactions.…
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…
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
- LinkedIn Profile Feed Scraper with Likers & Commenters on Apify Store
- Published build with input and output schema (JSON)
- LinkedIn APIs (partner programs) documentation
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.