# LinkedIn Profile Extractor & Enricher (No Login Required) ✅ (`unseenuser/linkedin-profile`) Actor Extract complete LinkedIn profile data - experience, education, skills, certifications, location, headline. No login, no cookies. Built for B2B sales and lead-gen teams. - **URL**: https://apify.com/unseenuser/linkedin-profile.md - **Developed by:** [Unseen User](https://apify.com/unseenuser) (community) - **Categories:** Automation, Lead generation, Social media - **Stats:** 151 total users, 52 monthly users, 100.0% runs succeeded, 7 bookmarks - **User rating**: 5.00 out of 5 stars ## Pricing $4.00 / 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. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. 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. Actors are written with capital "A". ## 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. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README

LinkedIn Profile Extractor (No Login Required)

$4 per 1,000 profiles. No cookies. No login. No account risk.
Extract full LinkedIn profile data at scale — names, headlines, work history, education, skills, certifications, and 20+ structured fields per profile. Built for B2B sales prospecting, recruiting, CRM enrichment, and market research.

Use Cases

Key Features

Feature Description
No login requiredAccess publicly available LinkedIn profile data without cookies, credentials, or account risk
Real-time dataFresh data scraped on every run — never cached or stale
Bulk processingScrape thousands of profiles with 50 high-concurrency parallel requests
Country filteringSelect countries from a dropdown to only keep profiles from those locations
Flexible inputAccept profile URLs, public identifiers, Sales Navigator URLs, or numeric profile IDs
Migration-safeState is automatically preserved across Apify actor migrations — no lost work
Structured outputClean JSON/CSV/Excel with 20+ fields per profile, ready for CRM import

Pricing

$4 per 1,000 profiles. Pay only for successfully scraped profiles. No subscriptions, no minimums.

Free plan limit

Free Apify users get up to 15 results per run. Paying users are not affected and receive results normally.

This limit was set by the Actor developer, not by Apify. To remove it and receive unlimited results, upgrade to any paid Apify plan: https://apify.com/pricing

When a free plan run hits the cap, the Actor finishes successfully (status SUCCEEDED) and the run's status message explains what happened. No error is raised, so the first 15 results are fully usable as normal.

Input

Target URLs (recommended)

The simplest way to use this LinkedIn profile scraper. Provide profile URLs, public identifiers, or Sales Navigator profile URLs:

```json { "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman", "satyanadella" ] } ````

Country Filter

Select countries from the dropdown to filter by location. Only profiles from selected countries are included in the output. Leave empty to keep all profiles.

```json { "countryFilter": ["United States", "United Kingdom"], "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman" ] } ```

Advanced Input

For more control, use the dedicated fields under the Advanced section:

```json { "countryFilter": ["Israel", "Germany"], "urls": ["https://www.linkedin.com/in/williamhgates"], "publicIdentifiers": ["satyanadella", "towhid-rahman"], "profileIds": ["123456789"] } ```

Output

Results are exported as a dataset in JSON, CSV, or Excel format via the Apify console or API. The dataset includes two views:

Output Fields

Field Type Description
fullNamestringFull name (first + last combined)
firstNamestringFirst name
lastNamestringLast name
profileUrlstringFull LinkedIn profile URL
publicIdentifierstringPublic username / URL slug
headlinestringProfile headline
locationstringLocation (city, state, country)
aboutstringAbout / summary section
connectionsCountnumberNumber of connections
followerCountnumberNumber of followers
experiencearrayWork experience — titles, companies, dates, locations, descriptions
educationarrayEducation — schools, degrees, fields of study, dates
skillsarraySkills and endorsements
certificationsarrayProfessional certifications
languagesarrayLanguages spoken
projectsarrayProjects listed on profile
publicationsarrayPublications
websitesarrayWebsites listed on profile
idstringLinkedIn profile ID

Sample Output

```json { "firstName": "Bill", "lastName": "Gates", "fullName": "Bill Gates", "publicIdentifier": "williamhgates", "profileUrl": "https://www.linkedin.com/in/williamhgates", "headline": "Co-chair, Bill & Melinda Gates Foundation", "location": "Seattle, Washington, United States", "about": "Co-chair of the Bill & Melinda Gates Foundation. Techno-optimist. Eli and Rory's dad.", "connectionsCount": 500, "followerCount": 35000000, "experience": [ { "title": "Co-chair", "companyName": "Bill & Melinda Gates Foundation", "startDate": "2000-01", "endDate": null, "location": "Seattle, WA", "description": "Working to help all people lead healthy, productive lives..." }, { "title": "Co-founder", "companyName": "Microsoft", "startDate": "1975-04", "endDate": "2006-06", "location": "Redmond, WA", "description": null } ], "education": [ { "schoolName": "Harvard University", "degreeName": null, "fieldOfStudy": null, "startDate": "1973", "endDate": "1975" }, { "schoolName": "Lakeside School", "degreeName": null, "fieldOfStudy": null, "startDate": null, "endDate": "1973" } ], "skills": ["Technology", "Philanthropy", "Software Development", "Public Speaking"], "certifications": [], "languages": ["English"], "projects": [], "publications": [], "websites": ["https://www.gatesnotes.com"], "id": "12345678" } ```

Build a B2B Lead-Gen Pipeline

Combine this LinkedIn profile extractor with other scrapers to build a complete lead generation workflow:

Company Scraper → Profile Extractor → CRM (HubSpot / Salesforce / Clay)

Push to HubSpot (n8n / Make / Zapier)

```json { "email": "{{email}}", "firstname": "{{firstName}}", "lastname": "{{lastName}}", "jobtitle": "{{headline}}", "linkedin_url": "{{profileUrl}}", "city": "{{location}}" } ```

Push to Salesforce

```json { "FirstName": "{{firstName}}", "LastName": "{{lastName}}", "Title": "{{headline}}", "LinkedIn_URL__c": "{{profileUrl}}", "Description": "{{about}}" } ```

Use with Clay

Import the Apify dataset CSV directly into Clay as an enrichment source. Map profileUrl to Clay's LinkedIn URL column for automatic waterfall enrichment.

FAQ

Does this work with Sales Navigator URLs?

Yes. Paste Sales Navigator profile URLs directly into the Target URLs field. The actor automatically resolves them.

What about GDPR / CAN-SPAM compliance?

This actor extracts publicly available LinkedIn profile data. You are the data controller for any personal data you obtain. You must establish a lawful basis (e.g., legitimate interest under GDPR Article 6) and comply with all applicable privacy laws before using the data for outreach. See the full Terms of Service below for details.

What data is NOT returned?

This actor does not return: private messages, connection lists, profile view analytics, saved posts, LinkedIn Premium insights, or any data behind LinkedIn's login wall.

How fast is it?

With 50 concurrent workers, the actor processes approximately 1,000–3,000 profiles per minute depending on API response times.

What if a profile is private or doesn't exist?

Private profiles and invalid URLs are skipped with an error log. You are not charged for profiles that return no data.

Can I filter by country?

Yes. Use the Country Filter dropdown to select one or more countries. Only profiles whose location matches will appear in the output.

Related Scrapers

Build the complete B2B lead-gen pipeline:

See all scrapers by unseenuser

Technical Details

Disclaimer

This tool is not affiliated with, endorsed by, or connected to LinkedIn Corporation in any way. It accesses only publicly available profile data through the Harvest API. Use of this actor is subject to LinkedIn's Terms of Service and all applicable data protection laws and regulations. Users are solely responsible for ensuring their use complies with all relevant terms of service, privacy regulations (including GDPR, CCPA, and similar frameworks), and local laws. The developers assume no liability for any misuse or legal consequences arising from the use of this tool.

***

Terms of Service

0. ACCEPTANCE BY USE — IMPORTANT

Read this section first.

These Terms of Service ("Terms") form a binding legal agreement between you ("User," "you," "your") and UnseenUser, the Publisher of this Apify actor ("UnseenUser," "the Publisher," "we," "us," "our").

0.1 How You Accept These Terms

You accept these Terms by any of the following actions, each of which constitutes a clear, affirmative act of acceptance:

0.2 Continuing Acceptance

Each time you run the Actor or use its outputs, you reaffirm your acceptance of the then-current Terms. If you do not agree to these Terms or any subsequent update, you must stop using the Actor immediately.

0.3 No Anonymous Acceptance

You cannot disclaim acceptance by:

By the act of running the Actor on Apify, you bind yourself, your organization (if applicable), and any individuals or systems acting on your behalf or under your authority.

0.4 If You Do Not Accept

If you do not agree to these Terms, you must not run the Actor. No use is authorized without acceptance.

PREAMBLE — UNDERSTANDING THE ARCHITECTURE

Before using the Actor, please understand the technical architecture of the service:

The Data Flow

You (User) → Apify Platform → Actor (software) → Third-Party API → Source Platform
                                                       ↓
You (User) ← Apify Platform ← Actor (software) ← Third-Party API

What Each Party Does

Why This Matters

Your relationship with the Publisher is that of a software user to a software vendor. The Publisher has the responsibilities of a software vendor (functional code, accurate documentation) and the limits of one (the Publisher is not responsible for how you use the data you obtain).

These Terms operate alongside but do not replace:

These Terms incorporate the actor-specific addendum published in each Actor's individual listing ("Addendum"). In the event of a conflict, the more restrictive provision applies.

1. NATURE OF THE SERVICE

1.1 What the Actor Is

The Actor is a software program published on the Apify platform. Each Actor:

The Actor's source code is hosted on Apify's infrastructure. The Actor runs in Apify's cloud, not on the Publisher's servers. The Publisher operates no servers running the Actor.

1.2 What the Actor Is Not

The Actor is not:

1.3 The Publisher's Limited Role

The Publisher's role is limited to:

The Publisher is a software vendor, similar to a developer who publishes an app on the Apple App Store or Google Play Store. The Publisher is not a data provider, data broker, data processor, or data controller for purposes of GDPR, CCPA, Israel's Privacy Protection Law, or equivalent.

1.4 The Third-Party API Providers' Role

HarvestAPI and Scrape Creators are independent third-party companies. They:

The Publisher is a customer of these providers. The Publisher is not their agent, partner, or representative.

2. WHO MAY USE THE ACTOR

2.1 Eligibility

You may use the Actor only if:

2.2 User Representations

By using any Actor, you represent and warrant that:

These representations are continuous — they must remain true throughout your use.

3. PERMITTED USES

The Actor may be used for any lawful purpose, including:

4. PROHIBITED USES

You may not use the Actor for any of the following:

4.1 Illegal Activity

Activity illegal under the law of your jurisdiction, the User's jurisdiction, or the jurisdiction of any data subjects.

4.2 Harassment, Stalking, and Personal Targeting

4.3 Discrimination

4.4 Spam and Unsolicited Commercial Communication

4.5 Fraud and Deception

4.6 Source Platform Abuse

4.7 Reselling the Actor's Service

4.8 AI Training Without Authorization

4.9 Sensitive Targeting

4.10 Privacy Law Violations

5. SOURCE PLATFORM TERMS — YOUR RESPONSIBILITY

5.1 Acknowledgment

The Actor accesses publicly visible data on third-party platforms ("Source Platforms") through the Third-Party API Providers (HarvestAPI / Scrape Creators). Source Platforms include LinkedIn, TikTok, YouTube, Reddit, X (Twitter), Meta/Facebook, Linktree, Komi, Pillar, Linkbio, Linkme, and Amazon.

5.2 Your Sole Responsibility

You acknowledge:

5.3 Cease-and-Desist Compliance

If you receive a cease-and-desist letter or other legal demand from a Source Platform regarding your use of Actor outputs, you must:

6. DATA PROTECTION — REFLECTING ACTUAL ARCHITECTURE

6.1 Roles Under Privacy Law

For purposes of GDPR, UK GDPR, CCPA, Israel's Privacy Protection Law (PPL) including Amendment 13, and equivalents:

6.2 No Data Retention by the Publisher

The Publisher confirms:

6.3 Your Obligations as Data Controller

Where your use of the Actor involves processing personal data, you are responsible for:

6.4 Israel's Amendment 13 — User Compliance

If your use of the Actor involves Israeli residents' personal data, you must comply with the Privacy Protection Law as amended (Amendment 13, effective August 14, 2025). These obligations are yours as the data controller, not the Publisher's as the software vendor.

6.5 Sensitive Data Targeting Restrictions

You will not use the Actor to specifically target, profile, or build datasets focused on:

7. INTELLECTUAL PROPERTY

7.1 Actor Code

The Actor's source code, schemas, documentation, and branding are owned by the Publisher. You receive a limited, non-exclusive, non-transferable, revocable license to use the Actor for permitted purposes during your active subscription/run with Apify.

7.2 Output Data

The Publisher claims no ownership over the public data the Actor returns. Source Platforms may have copyright, database rights, or other rights in their data; data subjects may have copyright in user-generated content. Your use of output data must respect these rights independently.

7.3 Restrictions

You may not reverse engineer, decompile, or reuse the Actor's code in a competing actor.

7.4 Feedback

Feedback you provide may be used by the Publisher to improve products without compensation to you.

8. PRICING AND PAYMENT

8.1 Apify Platform Billing

Pricing is administered through Apify's pricing models. Apify processes all payments. Apify's payment terms govern refunds and disputes.

8.2 Pricing Changes

The Publisher may change Actor pricing with at least 14 days' notice via the Actor's Apify listing.

8.3 No Refunds for Misuse

If your access is suspended or terminated for breach of these Terms, you forfeit any unused balance and are not entitled to refunds.

9. SERVICE AVAILABILITY AND CHANGES

9.1 No Uptime Guarantee

The Actor depends on:

Any of these may change behavior, restrict access, or become unavailable without notice. The Publisher makes no uptime guarantees.

9.2 Service Discontinuation

The Publisher may discontinue any Actor at any time. Reasonable notice will be provided when feasible.

10. DISCLAIMERS

10.1 "AS IS" Service

THE ACTOR IS PROVIDED "AS IS" AND "AS AVAILABLE" WITHOUT WARRANTIES OF ANY KIND, INCLUDING WARRANTIES OF MERCHANTABILITY, FITNESS FOR PURPOSE, NON-INFRINGEMENT, OR ACCURACY OF DATA.

10.2 No Representation of Lawfulness

The Publisher makes no representation that your specific use of the Actor or the data it returns is lawful in your jurisdiction or under any Source Platform's terms. The burden of determining lawfulness for your use case is yours.

10.3 No Endorsement of Source Content

Content returned by the Actor was created by third parties. The Publisher does not endorse, verify, or take responsibility for it.

11. LIMITATION OF LIABILITY

11.1 Aggregate Liability Cap

TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, IN NO EVENT SHALL THE AGGREGATE LIABILITY OF THE PUBLISHER FOR ALL CLAIMS RELATING TO THE ACTOR EXCEED THE GREATER OF:

11.2 Excluded Damages

THE PUBLISHER IS NOT LIABLE FOR INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, EXEMPLARY, OR PUNITIVE DAMAGES, OR FOR LOSS OF PROFITS, REVENUE, OR DATA, EVEN IF ADVISED OF THE POSSIBILITY.

11.3 Time Limit

Any claim must be brought within one (1) year of the event.

12. INDEMNIFICATION

12.1 Your Indemnification of the Publisher

You agree to defend, indemnify, and hold harmless the Publisher from any:

12.2 Defense

The Publisher may assume defense at your expense. You will cooperate with the Publisher's defense.

12.3 Scope

The indemnification covers reasonable, foreseeable third-party claims arising from your use. It does not extend to:

13. SUSPENSION AND TERMINATION

13.1 Termination by the Publisher

The Publisher may terminate your access for material breach, illegal use, breach of warranty, or upon credible legal demand.

13.2 Effects of Termination

Your license ends, you must cease use, and applicable provisions survive.

13.3 Termination by You

You may stop using the Actor at any time on Apify.

14. DISPUTE RESOLUTION

14.1 Informal Resolution First

Send a detailed written description of the dispute via UnseenUser's Apify profile contact form and wait 60 days for resolution attempt before any formal claim.

14.2 Governing Law

These Terms are governed by the substantive laws of the State of Israel, without regard to conflict of law principles.

14.3 Exclusive Jurisdiction

Any dispute shall be brought exclusively in the competent civil courts of Tel Aviv-Jaffa, Israel.

14.4 No Class Actions

You agree to bring claims only in your individual capacity.

14.5 Attorneys' Fees

The prevailing party recovers reasonable attorneys' fees.

15. MISCELLANEOUS

15.1 Entire Agreement — These Terms (with Addendum and incorporated documents) are the entire agreement.

15.2 Severability — Unenforceable provisions are reformed to the minimum extent or severed.

15.3 Assignment — You may not assign without the Publisher's consent. The Publisher may assign to affiliates, successors, or acquirers.

15.4 Force Majeure — Neither party is liable for failure due to events beyond reasonable control, including changes by Source Platforms or Third-Party API Providers, or actions by Apify.

15.5 Third-Party Beneficiaries — Apify, HarvestAPI, and Scrape Creators are intended third-party beneficiaries of Sections 4 (Prohibited Uses), 5 (Source Platform Compliance), and 12 (Indemnification).

15.6 Survival — Sections 0 (Acceptance), 4, 5, 6, 7, 10, 11, 12, 14, and 15 survive termination.

15.7 Language — English controls. Translations are for convenience only.

15.8 Publisher Identification for Legal Process — The Publisher operates on the Apify platform under the username UnseenUser (apify.com/UnseenUser). The Publisher is a registered legal entity. Upon receipt of valid legal process (subpoena, court order, or equivalent) directed through Apify's official channels, the Publisher's full legal identity may be disclosed as required by law. This Section ensures that you have a valid path to legal recourse if needed.

16. ACKNOWLEDGMENT

By using any Actor, you acknowledge that:

For questions, use UnseenUser's Apify profile contact form before running the Actor.

These Terms reflect best practices for anonymous Apify actor publishing as of May 2026. Not a substitute for legal advice. Consult qualified Israeli commercial counsel before deploying.

***

Actor-Specific Terms of Service Addendum — LinkedIn Profile Extractor

This addendum supplements the Master Terms of Service V4.0. By running this Actor, you accept both the Master ToS and this addendum.

A. Architectural Disclosure

This Actor is a software wrapper. It accepts your input parameters, calls the HarvestAPI endpoints, and returns the response data to you on the Apify platform. UnseenUser does not store, log, or substantively process the data returned. The data flows from HarvestAPI through Apify's runtime directly to you.

B. Nature of Data Returned

This Actor returns: Full LinkedIn profile (name, headline, about, photo, location, current position), complete work experience and education history, skills, certifications, recommendations, languages, projects, publications.

Where the Actor's output includes individual people's names, photos, contact details, or content authored by them, that data constitutes personal data subject to GDPR, CCPA, Israeli Privacy Protection Law, and equivalent privacy laws in your downstream processing — but only in your hands as the data controller, not in UnseenUser's hands as the software vendor.

C. Permitted Use Cases

You may use this Actor for the following purposes (non-exhaustive list):

D. Specifically Prohibited Uses

In addition to Master ToS Section 4 prohibitions, you may NOT:

E. Platform Terms of Service Considerations

LinkedIn has aggressively litigated against profile scrapers (LinkedIn v. Proxycurl, LinkedIn v. ProAPIs, hiQ Labs v. LinkedIn). LinkedIn's User Agreement explicitly prohibits automated profile extraction. This Actor accesses publicly visible LinkedIn profiles via HarvestAPI — HarvestAPI bears responsibility for the lawfulness of the data collection. Your downstream use must independently comply with LinkedIn's Terms of Service. If LinkedIn issues a cease-and-desist regarding data obtained via this Actor, notify UnseenUser within 48 hours via the Apify profile contact form.

F. Profile Subjects' Rights

Individuals whose profiles you extract have rights under GDPR/CCPA/etc:

You must have processes to honor these rights. Build them into your CRM/database from day one.

G. Sensitive Inferences from Profiles

Profile data enables inference of sensitive attributes:

Using these inferences for commercial decisions is prohibited under GDPR Article 9 (special categories) and equivalent laws. Do not let your downstream systems make automated decisions based on such inferences.

# Actor input Schema ## `countryFilter` (type: `array`): Only keep profiles located in these countries. Select one or more countries. Leave empty to keep all profiles. ## `queries` (type: `array`): List of LinkedIn profile URLs or Public Identifiers (last part in the URL) to scrape. ## `urls` (type: `array`): List of LinkedIn profile URLs to scrape. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs ## `publicIdentifiers` (type: `array`): List of LinkedIn Public Identifiers. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs ## `profileIds` (type: `array`): List of LinkedIn profile IDs to scrape. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs ## Actor input object example ```json { "countryFilter": [], "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman" ] } ``` # Actor output Schema ## `overview` (type: `string`): Summary table with name, profile URL, headline, location, connections, and followers ## `detailed` (type: `string`): Complete dataset with all profile fields including experience, education, skills, and certifications ## `raw` (type: `string`): Unformatted JSON dataset for programmatic access # 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 = { "countryFilter": [], "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman" ] }; // Run the Actor and wait for it to finish const run = await client.actor("unseenuser/linkedin-profile").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 = { "countryFilter": [], "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman", ], } # Run the Actor and wait for it to finish run = client.actor("unseenuser/linkedin-profile").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "countryFilter": [], "queries": [ "https://www.linkedin.com/in/williamhgates", "https://www.linkedin.com/in/towhid-rahman" ] }' | apify call unseenuser/linkedin-profile --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=unseenuser/linkedin-profile", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "LinkedIn Profile Extractor & Enricher (No Login Required) ✅", "description": "Extract complete LinkedIn profile data - experience, education, skills, certifications, location, headline. No login, no cookies. Built for B2B sales and lead-gen teams.", "version": "0.0", "x-build-id": "kQ6OPHqBeuYUQPMfS" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/unseenuser~linkedin-profile/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-unseenuser-linkedin-profile", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/unseenuser~linkedin-profile/runs": { "post": { "operationId": "runs-sync-unseenuser-linkedin-profile", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/unseenuser~linkedin-profile/run-sync": { "post": { "operationId": "run-sync-unseenuser-linkedin-profile", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "properties": { "countryFilter": { "title": "Country Filter", "type": "array", "description": "Only keep profiles located in these countries. Select one or more countries. Leave empty to keep all profiles.", "items": { "type": "string", "enum": [ "Afghanistan", "Albania", "Algeria", "Andorra", "Angola", "Antigua and Barbuda", "Argentina", "Armenia", "Australia", "Austria", "Azerbaijan", "Bahamas", "Bahrain", "Bangladesh", "Barbados", "Belarus", "Belgium", "Belize", "Benin", "Bhutan", "Bolivia", "Bosnia and Herzegovina", "Botswana", "Brazil", "Brunei", "Bulgaria", "Burkina Faso", "Burundi", "Cambodia", "Cameroon", "Canada", "Cape Verde", "Central African Republic", "Chad", "Chile", "China", "Colombia", "Comoros", "Congo", "Costa Rica", "Croatia", "Cuba", "Cyprus", "Czech Republic", "Czechia", "Democratic Republic of the Congo", "Denmark", "Djibouti", "Dominica", "Dominican Republic", "East Timor", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Estonia", "Eswatini", "Ethiopia", "Fiji", "Finland", "France", "Gabon", "Gambia", "Georgia", "Germany", "Ghana", "Greece", "Grenada", "Guatemala", "Guinea", "Guinea-Bissau", "Guyana", "Haiti", "Honduras", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Israel", "Italy", "Ivory Coast", "Jamaica", "Japan", "Jordan", "Kazakhstan", "Kenya", "Kiribati", "Kosovo", "Kuwait", "Kyrgyzstan", "Laos", "Latvia", "Lebanon", "Lesotho", "Liberia", "Libya", "Liechtenstein", "Lithuania", "Luxembourg", "Madagascar", "Malawi", "Malaysia", "Maldives", "Mali", "Malta", "Marshall Islands", "Mauritania", "Mauritius", "Mexico", "Micronesia", "Moldova", "Monaco", "Mongolia", "Montenegro", "Morocco", "Mozambique", "Myanmar", "Namibia", "Nauru", "Nepal", "Netherlands", "New Zealand", "Nicaragua", "Niger", "Nigeria", "North Korea", "North Macedonia", "Norway", "Oman", "Pakistan", "Palau", "Palestine", "Panama", "Papua New Guinea", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Qatar", "Romania", "Russia", "Rwanda", "Saint Kitts and Nevis", "Saint Lucia", "Saint Vincent and the Grenadines", "Samoa", "San Marino", "Sao Tome and Principe", "Saudi Arabia", "Senegal", "Serbia", "Seychelles", "Sierra Leone", "Singapore", "Slovakia", "Slovenia", "Solomon Islands", "Somalia", "South Africa", "South Korea", "South Sudan", "Spain", "Sri Lanka", "Sudan", "Suriname", "Sweden", "Switzerland", "Syria", "Taiwan", "Tajikistan", "Tanzania", "Thailand", "Togo", "Tonga", "Trinidad and Tobago", "Tunisia", "Turkey", "Turkmenistan", "Tuvalu", "Uganda", "Ukraine", "United Arab Emirates", "United Kingdom", "United States", "Uruguay", "Uzbekistan", "Vanuatu", "Vatican City", "Venezuela", "Vietnam", "Yemen", "Zambia", "Zimbabwe" ] } }, "queries": { "title": "Target URLs", "type": "array", "description": "List of LinkedIn profile URLs or Public Identifiers (last part in the URL) to scrape.", "items": { "type": "string" } }, "urls": { "title": "Profile URLs", "type": "array", "description": "List of LinkedIn profile URLs to scrape. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs", "items": { "type": "string" } }, "publicIdentifiers": { "title": "Public Identifiers (last part in the URL)", "type": "array", "description": "List of LinkedIn Public Identifiers. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs", "items": { "type": "string" } }, "profileIds": { "title": "LinkedIn Profile IDs", "type": "array", "description": "List of LinkedIn profile IDs to scrape. Provide at least one of the 3 fields: URLs or Public Identifiers or Profile IDs", "items": { "type": "string" } } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```