LinkedIn Profile Scraper No Cookie

🔎 LinkedIn profile data without cookies

LinkedIn Profile Scraper No Cookie helps recruiters, sales teams, and researchers collect accessible public LinkedIn profiles without buyer-supplied cookies or login. Submit profile URLs or one LinkedIn people search with filters. Get structured rows with identity, work history, education, company details, and available public profile signals.

• Review public contact details from a profile with LinkedIn contact scraper.
• Build a lead list from public profiles with LinkedIn lead generation.
• Find employees by role, company, or location with LinkedIn employee search.
• Collect profile details for a known person with LinkedIn profile data.
• Find a person from a filtered search with LinkedIn people search.

📇 Public LinkedIn profile rows

Each successful accessible public profile is saved as one structured dataset row. Rows include the source profile URL, identity, location, headline or summary, current company, work history, education, and other public sections when listed.

▶️ Scrape profiles from URLs or one search

Run steps

1. Choose Profile URLs to scrape submitted public profile URLs, or LinkedIn people search to use one filtered search. Fields for the inactive choice are ignored.
2. Add one or more profile URLs, or add keywords and any people-search filters.
3. Leave Maximum profiles empty to return all available results until the source is exhausted, or set a positive limit.
4. Start the run and open the default dataset.

The Actor reads accessible public pages. It does not use buyer-supplied cookies or login state.

⚙️ Input

Use one input mode for each run. The people-search fields apply only when LinkedIn people search is selected.

Input fields

Field	Type	What it does
findProfilesBy	string	Select profileUrls or peopleSearch. Use one mode per run; fields for the inactive mode are ignored.
profileUrls	array of objects	Public LinkedIn profile URL objects to scrape. Use one URL per item. This field is not used for peopleSearch.
profileUrls[].url	URL string	The public LinkedIn profile URL to scrape.
searchKeywords	array of strings	Words or phrases for one LinkedIn people search configuration. This is not a list of separate searches.
jobTitles	array of strings	Filter the people search by job titles.
companies	array of strings	Filter the people search by company names.
locations	array of strings	Filter the people search by locations.
schools	array of strings	Filter the people search by schools.
industries	array of strings	Filter the people search by industries.
experienceLevels	array of strings	Filter the people search by experience levels supported by LinkedIn.
seniorityLevels	array of strings	Filter the people search by seniority levels supported by LinkedIn.
languages	array of strings	Filter the people search by profile languages.
includeKeywords	array of strings	Keep profiles that contain one or more of these extra keywords in the search fields.
excludeKeywords	array of strings	Leave out profiles that contain one or more of these keywords in the search fields.
maxItems	integer	Stop the LinkedIn people search after this many profiles. Leave it empty to return all available results until the source is exhausted.

This example is copied from the public input of the successful current-beta default-input run:

{
  "findProfilesBy": "profileUrls",
  "profileUrls": [
    {
      "url": "https://www.linkedin.com/in/satyanadella"
    }
  ]
}

🧾 Output

The default dataset contains one profile row shape. Required fields are profileUrl, fullName, location, and currentCompany. Each row also includes headline or summary. Optional fields appear when public data is listed.

Profile row

Field	Type	What it does
profileUrl	URL string	The public LinkedIn profile URL.
fullName	string	The person's full name as shown on the profile.
headline	string	The person's profile headline, when listed.
summary	string	The person's profile summary, when listed.
location	string	The location shown on the profile.
currentCompany	object	The person's current employer and available company details.
currentCompany.name	string	The current employer's name.
currentCompany.profileUrl	URL string	The public LinkedIn page for the current employer, when listed.
currentCompany.description	string	The current employer's public description, when listed.
currentCompany.industry	string	The current employer's industry, when listed.
currentCompany.size	string	The current employer's stated size, when listed.
currentCompany.headquarters	string	The current employer's headquarters, when listed.
currentCompany.followerCount	integer	The current employer's follower count, when listed.
currentCompany.websiteUrl	URL string	The current employer's website, when listed.
currentCompany.logoUrl	URL string	The current employer's logo URL, when listed.
experience	array of objects	The current and past roles listed on the profile.
experience[].company	string	The employer name for this role.
experience[].companyUrl	URL string	The employer's public LinkedIn page, when listed.
experience[].location	string	The location listed for this role, when available.
education	array of objects	The education history listed on the profile.
education[].school	string	The school name.
education[].schoolUrl	URL string	The school's public LinkedIn page, when listed.
education[].degree	string	The degree listed for this school, when available.
education[].fieldOfStudy	string	The field of study listed for this school, when available.
education[].startDate	string	The listed start date for this education record, when available.
education[].endDate	string	The listed end date for this education record, when available.
education[].description	string	The description listed for this education record, when available.
followersCount	integer	The person's follower count, when listed.
connectionsCount	integer	The person's connection count, when listed.
profileStatuses	array of strings	Status labels shown on the profile, such as job-seeking or hiring status.
profileImageUrl	URL string	The public profile image URL, when listed.
languages	array of objects	Languages listed on the profile.
languages[].name	string	The language name.
languages[].proficiency	string	The listed proficiency level, when available.
certifications	array of objects	Certifications listed on the profile.
certifications[].name	string	The certification name.
certifications[].issuer	string	The certification issuer, when listed.
certifications[].issueDate	string	The listed issue date, when available.
certifications[].expirationDate	string	The listed expiration date, when available.
certifications[].credentialId	string	The credential ID, when listed.
certifications[].credentialUrl	URL string	The credential URL, when listed.
projects	array of objects	Projects listed on the profile.
projects[].name	string	The project name.
projects[].description	string	The project description, when listed.
projects[].url	URL string	The project URL, when listed.
projects[].startDate	string	The listed start date, when available.
projects[].endDate	string	The listed end date, when available.
publications	array of objects	Publications listed on the profile.
publications[].title	string	The publication title.
publications[].publisher	string	The publisher, when listed.
publications[].date	string	The listed publication date, when available.
publications[].url	URL string	The publication URL, when available.
honors	array of objects	Honors and awards listed on the profile.
honors[].title	string	The honor or award title.
honors[].issuer	string	The honor issuer, when listed.
honors[].date	string	The listed honor date, when available.
honors[].description	string	The honor description, when listed.
volunteerExperience	array of objects	Volunteer work listed on the profile.
volunteerExperience[].role	string	The volunteer role, when listed.
volunteerExperience[].organization	string	The volunteer organization.
volunteerExperience[].organizationUrl	URL string	The organization's public LinkedIn page, when listed.
volunteerExperience[].cause	string	The cause listed for this volunteer work, when available.
volunteerExperience[].description	string	The description listed for this volunteer work, when available.
volunteerExperience[].startDate	string	The listed start date, when available.
volunteerExperience[].endDate	string	The listed end date, when available.
emails	array of email strings	Independently found and validated email addresses, when available.
searchKeyword	string	The one people-search keyword that first found this profile, when search was used.

This complete row is from the successful current-beta default-input run. Public source values are shown without shortening.

{
  "profileUrl": "https://www.linkedin.com/in/satyanadella",
  "fullName": "Satya Nadella",
  "headline": "Chairman and CEO at Microsoft · 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.",
  "summary": "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.",
  "location": "Redmond, Washington, United States",
  "currentCompany": {
    "name": "Microsoft",
    "profileUrl": "https://www.linkedin.com/company/microsoft",
    "description": "Every company has a mission. What's ours? To empower every person and every organization to achieve more. We believe technology can and should be a force for good and that meaningful innovation contributes to a brighter world in the future and today. Our culture doesn’t just encourage curiosity; it embraces it. Each day we make progress together by showing up as our authentic selves. We show up with a learn-it-all mentality. We show up cheering on others, knowing their success doesn't diminish our own. We show up every day open to learning our own biases, changing our behavior, and inviting in differences. Because impact matters. Microsoft operates in 190 countries and is made up of approximately 228,000 passionate employees worldwide.",
    "industry": "Software Development",
    "size": "10,001+ employees",
    "headquarters": "Redmond, Washington",
    "followerCount": 29151465,
    "websiteUrl": "https://news.microsoft.com",
    "logoUrl": "https://media.licdn.com/dms/image/v2/D560BAQH32RJQCl3dDQ/company-logo_200_200/B56ZYQ0mrGGoAM-/0/1744038948046/microsoft_logo?e=2147483647&v=beta&t=ts9MGrTk7Lz3R1bmAfzCL8euuuuPWPCoXfdiLA2_IzM"
  },
  "experience": [
    {
      "company": "Microsoft",
      "companyUrl": "https://www.linkedin.com/company/microsoft",
      "location": "Greater Seattle Area"
    },
    {
      "company": "University of Chicago"
    }
  ],
  "education": [
    {
      "school": "Starbucks",
      "schoolUrl": "https://www.linkedin.com/company/starbucks",
      "startDate": "2017",
      "endDate": "2024"
    },
    {
      "school": "The Business Council U.S.",
      "schoolUrl": "https://www.linkedin.com/company/the-business-council-us",
      "startDate": "2021",
      "endDate": "2023"
    },
    {
      "school": "Fred Hutch",
      "schoolUrl": "https://www.linkedin.com/company/fredhutch",
      "startDate": "2016",
      "endDate": "2022"
    },
    {
      "school": "The University of Chicago Booth School of Business",
      "schoolUrl": "https://www.linkedin.com/school/universityofchicagoboothschoolofbusiness",
      "startDate": "1994",
      "endDate": "1996"
    }
  ],
  "followersCount": 12000000,
  "connectionsCount": 500,
  "profileImageUrl": "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"
}

💳 Pricing

Pay per event

This Actor uses pay-per-event pricing. The LinkedIn profile event covers one accessible public LinkedIn profile with identity and professional details saved to your dataset. Check the pricing panel for the current tiered price.

🔌 Integrations

Dataset access

Open the default dataset after a run or read its structured rows through the Apify API. Export the dataset in the formats provided by Apify.

❓ FAQ

Can I scrape a private or login-gated profile?

No. The Actor reads accessible public LinkedIn profile pages and does not accept buyer-supplied cookies, login state, or source credentials.

Can I use profile URLs and people search in one run?

No. Choose one mode. Fields for the inactive choice are ignored.

What happens when the same profile matches more than once?

The first eligible match is saved, and later matches for that profile are ignored. The saved row describes the first match. When a people search finds it, searchKeyword stores the one keyword that first found it, when that field is returned.

What does an empty Maximum profiles value do?

It returns all available results until the source is exhausted. This applies to the LinkedIn people search.

Which profile sections can be empty?

Optional public sections such as languages, certifications, projects, publications, honors, and volunteer experience may be missing. The optional emails field appears only when independently found and validated email addresses are available.

Can one run use several people searches?

No. searchKeywords is one search configuration, not a list of separate searches. Run again with another configuration.

📝 Changelog

v0.0 (23-09-2026)

• Initial release.

🆘 Support

For issues, questions, or feature requests, file a ticket and I'll fix or implement it in less than 24h 🫡

🔗 Related Actors

• LinkedIn Company Scraper: Add public employer details such as industry, size, headquarters, and followers.
• LinkedIn B2B Phone Number Scraper: Look for public phone numbers and business emails in LinkedIn content when available.
• LinkedIn Open Profile Status: Check separate Open Profile and #OpenToWork signals for submitted people.
• LinkedIn Company People Scraper: Map visible employees, roles, and company context from a known LinkedIn company page.
• Linkedin Profile Scraper ✅ No cookie: Compare another option for scraping public LinkedIn profiles.

Made with ❤️ by Maxime Dupré