Mass Linkedin Profile Scrapper (no cookies) + ✉️ + ☎️
Import your file and see contacts info being enriched : LinkedIn profiles, emails, phones... from your list of LinkedIn URL of people or company, get a fully functional list of leads, that you can qualify simply. Enrich your file with valuable data, including emails and phone numbers. No cookies.
🔍 Linkedin Profile Enrichment 👱🏻♂️
The ✨ LinkedIn tool you've dreamed about for so long ✨. Professionals, sales, recruiters, CEOs or marketers... ⏳ Save time by delegating your LinkedIn browsing to this tool ! 🎯.
🔍 Why do I need this ?
Stop wasting time searching, and scrolling on LinkedIn profiles. This Actor is for you : delegate infinite LinkedIn search and filtering.
This actor does not require to be logged in to your LinkedIn account, which is safe for you account. Many other scrappers need your LinkedIn cookies, not this one !
- Thousands of profiles per hour : it's possible to scrappe very BIG amount of URLs at once
- No LinkedIn blocking limits
- No risk of seeing you Linekdin account banned from LinkedIn
- People & Company in the same Actor
📊 Results
| 🔗 LinkedIn URL | 📸 Picture | 👨 Name | ✉️ Email | ☎️ Phone | 🗺️ Location | 📝 Education | 👷🏻♂️ Experiences | About | Social |
|---|---|---|---|---|---|---|---|---|---|
| https://www.linkedin.com/in/williamhgates/ |  | Bill Gates | bill@gates.com | +1234455667 | US, Seattle | Harvard Universtiy (1975) | Co-founder Microsoft | Co-chair, Bill & Melinda... | connections: +500 |
| 🔗 LinkedIn URL | 📸 Picture | 👨 Name | ✉️ Email | ☎️ Phone | 🗺️ Location | 🍁 Industry | 🔗 website | About | 🫂 Employee |
|---|---|---|---|---|---|---|---|---|---|
| https://www.linkedin.com/company/apple/ |  | Apple | media.fr@apple.com | +14089961010 | Cupertino, US | Computers & Electronics Manufacturing | http://www.apple.com | We’re a diverse collective... | 10001 - |
👨🏻🎓 How to get started scrapping LinkedIn profiles ?
- 🔗 Write or upload your list of LinkedIn URLs (use a CSV file in this format). You can mix people and companies URLs, it's ok. For a CSV, in the URLs input section, click "text file" and "upload text file".
- 🚀 Then run the actor & wait for the results
Note: you can add custom id to each URL, to better match the results from your original database. Note: you can setup an option to limit the number of results per crawl, to better control your budget.
Free user
If you are a free user, you will be limited to a sample of URLs per crawl. Subscribe to benefit the full power !
🥢 Which LinkedIn Actor should I use ?
There are a couple of LinkedIn Actors on Apify. Make sure you only use guillim's actors for better safety and quality results. Also, you may be wondering which Actors you need, so read below :
Scraping small amount
When you need to gather data of less than 50 records per day, you can rely on Actors who require your LinkedIn cookies. These actors will "act as you", so you be careful. You will need the following actors :
- You have a few LinkedIn people url, now looking for their information like job, description, skills... : LinkedIn x GPT
- You have a few LinkedIn people url, that you want to filter out using a ChatGPT prompt: LinkedIn x GPT
Scraping big amount
When you need to gather data, like more 50 records per day, it's recommended to avoid using your Linkedin cookies. You will need the following actors :
- Looking for many LinkedIn company url: Mass company finder
- Looking for many LinkedIn people url: Mass people finder
- You have many LinkedIn people url, now looking for their information like job, description, skills... : Mass profile scrapper
Frequently Asked Questions
Is it legal to scrape job listings or public data?
Yes, if you're scraping publicly available data for personal or internal use. Always review Websute's Terms of Service before large-scale use or redistribution.
Do I need to code to use this scraper?
No. This is a no-code tool — just enter a job title, location, and run the scraper directly from your dashboard or Apify actor page.
What data does it extract?
It extracts job titles, companies, salaries (if available), descriptions, locations, and post dates. You can export all of it to Excel or JSON.
Can I scrape multiple pages or filter by location?
Yes, you can scrape multiple pages and refine by job title, location, keyword, or more depending on the input settings you use.
How do I get started?
You can use the Try Now button on this page to go to the scraper. You’ll be guided to input a search term and get structured results. No setup needed!