# LinkedIn Profile Scraper: Name, Role, Posts, No Cookies (`h1018y/anvil-linkedin-p60278-reliable`) Actor Scrapes the LinkedIn Profile pages you give it, without cookies or login, and returns name, headline, companies, schools, followers and the latest post. Use this LinkedIn Profile Scraper for bulk linkedin profile data export to csv or json. - **URL**: https://apify.com/h1018y/anvil-linkedin-p60278-reliable.md - **Developed by:** [ANVIL Tools](https://apify.com/h1018y) (community) - **Categories:** Lead generation, Business, Social media - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $2.70 / 1,000 results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event ## What's an Apify Actor? An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md. ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run. For examples already wired to this Actor's own input schema, see the [API](#api) section below. Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`). # README ## LinkedIn Profile Scraper: Name, Role, Posts, No Cookies **LinkedIn Profile Scraper** - Paste public LinkedIn profile links and get clean rows: name, headline, companies, schools, followers and the latest post. ### What does LinkedIn Profile Scraper do? Each row has the latest public post (text, date, likes) and a typed list of current companies and past roles or schools, taken from the logged-out profile page, with no cookies and no email guessing. - Bulk profile links in, one row per profile - Companies, past roles and schools as typed lists - Latest public post with date and like count - Follower count and location - Clear error instead of guessed data when LinkedIn shows a login wall ### Who uses LinkedIn Profile Scraper, and for what - Recruiters - turn a list of candidate links into a sheet - Sales teams - check titles and companies before outreach - Researchers - track what executives posted last - Agencies - enrich a profile list with followers ### Why this LinkedIn Profile Scraper? Low ones fail because they promise emails they cannot deliver reliably and break when LinkedIn changes. This LinkedIn Profile Scraper checks every run and tells you plainly when a page could not be read, instead of returning empty or wrong rows. ### Data you get from LinkedIn Profile Scraper Every result is one flat row with these fields (values from a real run): | Field | Example | |---|---| | `profileUrl` | https://www.linkedin.com/in/satyanadella | | `fullName` | Satya Nadella | | `headline` | Chairman and CEO at Microsoft | | `jobTitles` | \["Chairman and CEO", "Member Board Of Trustees"] | | `currentCompanies` | \[{"company": "Microsoft", "companyUrl": "https://www.linkedi... | | `pastOrEducation` | \[{"name": "Starbucks", "url": "https://www.linkedin.com/comp... | | `location` | Redmond, Washington, United States | | `country` | US | | `followers` | 12253794 | | `about` | As chairman and CEO of Microsoft, I define my mission and th... | | `imageUrl` | https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/pro... | | `recentPostCount` | 7 | | `latestPostText` | Super to see Volkswagen Group putting Copilot to work across... | | `latestPostDate` | 2026-10-23T16:29:08.068Z | | `latestPostUrl` | https://www.linkedin.com/posts/satyanadella_super-to-see-vol... | | `latestPostLikes` | 1179 | | `contactSource` | null | ### How to use LinkedIn Profile Scraper 1. Press **Start** - the form already holds an example that works. 2. Put in your own input (see the fields on the Input tab). 3. Run it once, or put it on an **Apify Schedule** to get fresh rows every day. 4. Download the results as JSON, CSV or Excel, or send them to Google Sheets, Zapier, Make, the Apify API or an AI agent (Apify MCP server). #### Input example ```json { "profileUrls": [ "https://www.linkedin.com/in/satyanadella", "https://www.linkedin.com/in/jeffweiner08" ], "maxProfiles": 2, "useApifyProxy": true } ``` #### Output example (a real run) ```json [ { "profileUrl": "https://www.linkedin.com/in/satyanadella", "fullName": "Satya Nadella", "headline": "Chairman and CEO at Microsoft", "jobTitles": [ "Chairman and CEO", "Member Board Of Trustees" ], "currentCompanies": [ { "company": "Microsoft", "companyUrl": "https://www.linkedin.com/company/microsoft", "location": "Greater Seattle Area", "since": "2014-02" }, { "company": "University of Chicago", "companyUrl": "https://www.linkedin.com/school/uchicago/", "location": null, "since": 2018 } ], "pastOrEducation": [ { "name": "Starbucks", "url": "https://www.linkedin.com/company/starbucks", "type": "Organization", "start": 2017, "end": 2024 }, { "name": "The Business Council U.S.", "url": "https://www.linkedin.com/company/the-business-council-us", "type": "Organization", "start": 2021, "end": 2023 }, { "name": "Fred Hutch", "url": "https://www.linkedin.com/company/fredhutch", "type": "Organization", "start": 2016, "end": 2022 }, { "name": "The University of Chicago Booth School of Business", "url": "https://www.linkedin.com/school/universityofchicagoboothschoolofbusiness/", "type": "EducationalOrganization", "start": 1994, "end": 1996 } ], "location": "Redmond, Washington, United States", "country": "US", "followers": 12253794, "about": "As chairman and CEO of Microsoft, I define my mission and that of my company as empowering every person and every organization on the planet to achieve more.", "imageUrl": "https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1579726625398?e=2147483647&v=beta&t=Rr7WT9uBM0byOij0oT_KirejIMVE4HK4r8NGIp0zjdI", "recentPostCount": 7, "latestPostText": "Super to see Volkswagen Group putting Copilot to work across the company!", "latestPostDate": "2026-10-23T16:29:08.068Z", "latestPostUrl": "https://www.linkedin.com/posts/satyanadella_super-to-see-volkswagen-group-putting-copilot-activity-7519434747178049536-cvN-", "latestPostLikes": 1179, "contactSource": null } ] ``` One flat row per result. ### How much does LinkedIn Profile Scraper cost? You pay only per result (pay per event) - no monthly fee, no minimum, and the price per result is lower on Apify's Bronze, Silver and Gold plans. The exact price is on the **Pricing** tab. Apify's free plan credit is enough to try it on real input. | You want | What you pay for | |---|---| | A quick test with the example | a few results | | A daily scheduled run | only the rows that run returns | | A big one-off export | the results delivered - set a maximum in the input | ### Also searched as - linkedin scraper no cookies - scrape linkedin profiles - linkedin profile data - linkedin profile export ### FAQ **Does LinkedIn Profile Scraper need a login, cookies or an API key?** No. It reads public pages only. **Can I run LinkedIn Profile Scraper on a schedule?** Yes - with Apify Schedules; each run returns fresh rows. **Can I call it from Python, JavaScript or an AI agent?** Yes - through the Apify API, the Apify client libraries or the Apify MCP server. **Is it legal?** It collects only data anyone can see without logging in. You are responsible for using it within the source site's terms and data protection law (GDPR, CCPA). **Where do the contacts come from?** Only from what the business or group published about itself on its public page - never guessed, never looked up elsewhere. `contactSource` says which: `business_field` (the platform's own contact field) or `bio_text` (written in the description; only when you switch on includeBioContacts). You decide whether and how you may contact them under GDPR, CCPA and anti-spam law. **What if the site blocks a request?** The run retries from a fresh connection and, if it still cannot read the page, stops with a clear message - never with made-up rows. **Do I need proxies?** No setup needed - LinkedIn Profile Scraper uses Apify Proxy by default where the site needs it. ### Troubleshooting - **No results:** check the input (a public URL or a search term that returns results in a normal browser), then try the example input once. - **Fewer results than expected:** raise the maximum in the input; some sites show only a part of their data without logging in, and LinkedIn Profile Scraper never logs in. - **The run stopped with a message:** the message says what the site answered; run it again later or with fewer items. ### Your feedback Missing a field, found a bug, or need another site? Open an issue on the **Issues** tab - issues are answered and fixed. If LinkedIn Profile Scraper saved you time, a short review on this page helps others find it. Data source: [www.linkedin.com](https://www.linkedin.com) ### More tools from this developer - [Tweet Scraper: Tweet Details by URL, No Login or Cookies](https://apify.com/h1018y/anvil-tweet-scraper) - [YouTube Thumbnail Downloader: Bulk, Every Size & Titles](https://apify.com/h1018y/anvil-youtube-thumbnail-downloader) - [ML Conference Finder: NeurIPS, ICLR & ICML Alternatives](https://apify.com/h1018y/anvil-ml-conference-finder) - [YouTube Transcript Scraper: Find Every Moment a Word Is Said](https://apify.com/h1018y/anvil-youtube-transcript-scraper) - [Facebook Ads Library Scraper: Only New Ads & Days Running](https://apify.com/h1018y/anvil-facebook-ads-library-scraper) - [Reddit Scraper: Keyword Alerts for New Posts & Comments](https://apify.com/h1018y/anvil-reddit-scraper) - [Twitter Scraper: New Tweets From Any X Account, No Login](https://apify.com/h1018y/anvil-twitter-scraper) - [Facebook Page Monitor: New Posts & Engagement Growth](https://apify.com/h1018y/anvil-facebook-posts-scraper) # Actor input Schema ## `profileUrls` (type: `array`): Public LinkedIn profile links, e.g. https://www.linkedin.com/in/satyanadella ## `maxProfiles` (type: `integer`): Stop after this many profiles (1-100). ## `useApifyProxy` (type: `boolean`): Send requests through Apify proxy. ## `proxyGroups` (type: `array`): Optional proxy groups, e.g. RESIDENTIAL. ## Actor input object example ```json { "profileUrls": [ "https://www.linkedin.com/in/satyanadella", "https://www.linkedin.com/in/jeffweiner08" ], "maxProfiles": 2, "useApifyProxy": true } ``` # Actor output Schema ## `results` (type: `string`): All result rows (open as table, JSON, CSV or Excel). # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "profileUrls": [ "https://www.linkedin.com/in/satyanadella", "https://www.linkedin.com/in/jeffweiner08" ], "maxProfiles": 2 }; // Run the Actor and wait for it to finish const run = await client.actor("h1018y/anvil-linkedin-p60278-reliable").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "profileUrls": [ "https://www.linkedin.com/in/satyanadella", "https://www.linkedin.com/in/jeffweiner08", ], "maxProfiles": 2, } # Run the Actor and wait for it to finish run = client.actor("h1018y/anvil-linkedin-p60278-reliable").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}") for item in client.dataset(run.default_dataset_id).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "profileUrls": [ "https://www.linkedin.com/in/satyanadella", "https://www.linkedin.com/in/jeffweiner08" ], "maxProfiles": 2 }' | apify call h1018y/anvil-linkedin-p60278-reliable --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "type": "http", "url": "https://mcp.apify.com/?tools=fetch-actor-details,h1018y/anvil-linkedin-p60278-reliable" } } } ``` The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer ` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations). ## OpenAPI specification Download the OpenAPI definition: https://api.apify.com/v2/actors/VLnZFXQ7iLD2k5MJz/builds/hCzRLVwVAxyGE0EMA/openapi.json