LinkedIn Email Scraper — Profile + Email 📧 No Cookies

LinkedIn Email Scraper — Profile + Email Finder ✅ No Cookies

Find a LinkedIn profile and work email from a profile URL or username — full name, headline, location, current company, experience, education and featured posts, plus the person's email when available. Powered by the Neuralverge API. No cookies or account required, and you only pay for matched profiles.

Ideal for sales prospecting, recruiting outreach, lead enrichment and CRM hydration.

✨ Why this Actor

• 📧 Profile + email in one call — resolve the person and their work email together, so you can act on the lead immediately.
• 💸 Pay per match returned — unresolved profiles are skipped and never billed. A miss costs only the $0.005 lookup fee — no empty, billable result rows.
• 🍪 No cookies, login or account — never share LinkedIn credentials or risk account restrictions. Everything runs on the Neuralverge backend.
• ⚡ Real-time & structured — fresh data each run, ready for a spreadsheet, CRM, ATS or AI pipeline.

🔧 How it works

1. Provide a LinkedIn profile URL or username — a full URL (https://www.linkedin.com/in/williamhgates) or just the handle (williamhgates).
2. Run the Actor. Finding the profile and email happens on the Neuralverge backend.
3. Get one dataset row per matched person — the source username and the structured machine object. Export to CSV, JSON or Excel, or pull it over the Apify API.

If the profile can't be resolved, it's logged and skipped without charge.

Input

One profile per run.

Field	Type	Notes
profileUrl	string	A LinkedIn profile URL or bare username.
includeEmail	boolean	Return the email when available (default true).

{
  "profileUrl": "https://www.linkedin.com/in/williamhgates",
  "includeEmail": true
}

What you'll receive

Each dataset row mirrors the Neuralverge system output and has two top-level blocks:

• username — the profile URL you submitted (normalized from a username if you passed one).
• machine — the structured result as { total_items, first_item, items }:
  • first_item — the resolved person: basic_info (name, headline, email, location, current_company, follower/connection counts, flags), experience, education and featured posts.
  • items — the same results as an array (one entry for a single lookup, so items[0] equals first_item).

Nulls & empty values are normal. Only fields present on the live profile are filled, and email is returned only when found. Read the email at machine.first_item.basic_info.email.

Example output (real run)

A real dataset row from https://www.linkedin.com/in/williamhgates, shown in full — the structured machine-readable result (machine). The human markdown summary is produced by the system but omitted from the dataset.

{
  "username": "https://www.linkedin.com/in/williamhgates",
  "machine": {
    "total_items": 1,
    "first_item": {
      "basic_info": {
        "fullname": "Bill Gates",
        "first_name": "Bill",
        "last_name": "Gates",
        "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
        "public_identifier": "williamhgates",
        "profile_url": "https://linkedin.com/in/williamhgates",
        "profile_picture_url": "https://media.licdn.com/dms/image/v2/D5603AQF-RYZP55jmXA/profile-displayphoto-shrink_800_800/B56ZRi8g.aGsAc-/0/1736826818808?e=1785974400&v=beta&t=N85D86MRjsX6n0VL-gTtB00I-Wp2OVv2TlubmOaqOOI",
        "about": "Chair of the Gates Foundation. Founder of Breakthrough Energy. Co-founder of Microsoft. Voracious reader. Avid traveler. Active blogger.",
        "location": {
          "country": "United States",
          "city": "Seattle, Washington",
          "full": "Seattle, Washington, United States",
          "postal_code": "",
          "country_code": "US"
        },
        "creator_hashtags": [
          "books",
          "climatechange",
          "healthcare",
          "innovation",
          "sustainability"
        ],
        "is_creator": true,
        "is_influencer": true,
        "is_premium": true,
        "open_to_work": false,
        "created_timestamp": 1367521780840,
        "show_follower_count": true,
        "background_picture_url": "https://media.licdn.com/dms/image/v2/D5616AQEjhPbTCeblYg/profile-displaybackgroundimage-shrink_350_1400/B56ZcytR5SGsAg-/0/1748902420393?e=1785974400&v=beta&t=tfuFq3xwEhcTj0loUnzCS9k7RCWVWhP4wFovqJCnL6k",
        "memorialized": false,
        "is_top_voice": true,
        "primary_locale": "en_US",
        "urn": "ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc",
        "follower_count": 40523613,
        "connection_count": 8,
        "current_company": "Gates Foundation",
        "current_company_urn": "8736",
        "current_company_url": "https://www.linkedin.com/company/gates-foundation",
        "current_company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQEgMqqFTd40Tg/company-logo_400_400/company-logo_400_400/0/1736784969376/bill__melinda_gates_foundation_logo?e=1785974400&v=beta&t=EMgLfYrFsnEhzv79P9Cf7A5qj3R4Xi_XmKpFjG7VhoQ",
        "top_education_school": {
          "name": "Harvard University",
          "urn": "18483",
          "url": "https://www.linkedin.com/school/harvard-university",
          "logo_url": "https://media.licdn.com/dms/image/v2/C4E0BAQF5t62bcL0e9g/company-logo_400_400/company-logo_400_400/0/1631318058235?e=1785974400&v=beta&t=nAj6dooCh1EzFOlh6yU7995eP9J3VO9X5Go9Q19Ea1M"
        },
        "creator_website": "https://gatesnot.es/tgn",
        "is_verified": true,
        "top_skills": [],
        "email": "bill.gates@gatesfoundation.org"
      },
      "experience": [
        {
          "title": "Co-chair",
          "company": "Gates Foundation",
          "duration": "2000 - Present · 26 yrs 7 mos",
          "start_date": {
            "year": 2000
          },
          "is_current": true,
          "company_linkedin_url": "https://www.linkedin.com/company/8736/",
          "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQEgMqqFTd40Tg/company-logo_400_400/company-logo_400_400/0/1736784969376/bill__melinda_gates_foundation_logo?e=1785974400&v=beta&t=EMgLfYrFsnEhzv79P9Cf7A5qj3R4Xi_XmKpFjG7VhoQ",
          "company_id": "8736"
        },
        {
          "title": "Founder",
          "company": "Breakthrough Energy",
          "duration": "2015 - Present · 11 yrs 7 mos",
          "start_date": {
            "year": 2015
          },
          "is_current": true,
          "company_linkedin_url": "https://www.linkedin.com/company/19141006/",
          "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQFRMYiQN7-2kA/company-logo_400_400/B56ZoI4SGPI0AY-/0/1761085563539/breakthrough_energy_logo?e=1785974400&v=beta&t=hsODZZCXbWukeK0n5APAU3p9axKgCu2N3m50w1ITcUU",
          "company_id": "19141006"
        },
        {
          "title": "Co-founder",
          "company": "Microsoft",
          "duration": "1975 - Present · 51 yrs 7 mos",
          "start_date": {
            "year": 1975
          },
          "is_current": true,
          "company_linkedin_url": "https://www.linkedin.com/company/1035/",
          "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQH32RJQCl3dDQ/company-logo_400_400/B56ZYQ0mrGGoAc-/0/1744038948046/microsoft_logo?e=1785974400&v=beta&t=65JciKJix5JQ1YSt1J4xjguhNriK6rMPH5BN7ZKygjg",
          "company_id": "1035"
        }
      ],
      "education": [
        {
          "school": "Harvard University",
          "duration": "1973 - 1975",
          "school_linkedin_url": "https://www.linkedin.com/company/1646/",
          "school_logo_url": "https://media.licdn.com/dms/image/v2/C4E0BAQF5t62bcL0e9g/company-logo_400_400/company-logo_400_400/0/1631318058235?e=1785974400&v=beta&t=nAj6dooCh1EzFOlh6yU7995eP9J3VO9X5Go9Q19Ea1M",
          "start_date": {
            "year": 1973
          },
          "end_date": {
            "year": 1975
          },
          "school_id": "1646"
        },
        {
          "school": "Lakeside School",
          "school_linkedin_url": "https://www.linkedin.com/company/30288/",
          "school_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQGFmOQmzpxg9A/company-logo_400_400/company-logo_400_400/0/1683732883164/lakeside_school_logo?e=1785974400&v=beta&t=knkWUDWVrmtFi4ti2pLrPEF65jt9ychrd2LZvmmkzJY",
          "school_id": "30288"
        }
      ],
      "featured": [
        {
          "type": "post",
          "title": "What the Gates Foundation hopes to accomplish over the next 20 years",
          "description": "Looking ahead to the next 20 years, the Gates Foundation has three major aspirations to guide our work: \n\n1. No mom, child, or baby dies of a preventable cause. \n2. The next generation grows up in a world without deadly infectious diseases. \n3. Hundreds of millions of people break free from poverty, putting more countries on a path to prosperity. \n \nI know that with the right commitment of resources, a fairer and healthier future for everyone is just on the horizon.",
          "url": "https://www.linkedin.com/feed/update/urn:li:activity:7407934241675608064?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7407934241675608064%29",
          "image_url": "https://media.licdn.com/dms/image/v2/D5612AQE-eZUAKTbmyQ/article-cover_image-shrink_720_1280/B56Zs5D6pMKIAI-/0/1766188887129?e=1785974400&v=beta&t=3d5HsoBUdm9k6WzSS1G52fA0mAa_IUcRFS0rIPj3qwk",
          "social_counts": {
            "likes": 5478,
            "comments": 1430,
            "reaction_counts": [
              {
                "type": "like",
                "count": 4684
              },
              {
                "type": "empathy",
                "count": 340
              },
              {
                "type": "appreciation",
                "count": 287
              },
              {
                "type": "praise",
                "count": 115
              },
              {
                "type": "interest",
                "count": 44
              },
              {
                "type": "entertainment",
                "count": 8
              }
            ]
          }
        },
        {
          "type": "post",
          "title": "How to get the world back on track and enter a new era of unprecedented progress",
          "description": "I have always been an optimist. These days, though, my optimism comes with footnotes. For the first time this century, the world slipped backwards on key measures like childhood mortality in 2025, and if we don’t make the right decisions, this trend will continue.  At the same time, I also believe that, within the next decade, the world will not only get back on track but enter a new era of unprecedented progress. As we start 2026, I’m thinking about how the year ahead will position us for decades to come.",
          "url": "https://www.linkedin.com/feed/update/urn:li:activity:7416559967329103872?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7416559967329103872%29",
          "image_url": "https://media.licdn.com/dms/image/v2/D5612AQEgG5WUmlF97w/videocover-high/B56ZuzdRvxHcBc-/0/1768242356655?e=1785974400&v=beta&t=0ykgOYMfbiU_SvSwhCPwmtqtfKP_eLDRgLNaBWgToCs",
          "social_counts": {
            "likes": 5956,
            "comments": 1082,
            "reaction_counts": [
              {
                "type": "like",
                "count": 5153
              },
              {
                "type": "empathy",
                "count": 298
              },
              {
                "type": "interest",
                "count": 297
              },
              {
                "type": "appreciation",
                "count": 127
              },
              {
                "type": "praise",
                "count": 69
              },
              {
                "type": "entertainment",
                "count": 12
              }
            ]
          }
        }
      ]
    },
    "items": [
      {
        "basic_info": {
          "fullname": "Bill Gates",
          "first_name": "Bill",
          "last_name": "Gates",
          "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
          "public_identifier": "williamhgates",
          "profile_url": "https://linkedin.com/in/williamhgates",
          "profile_picture_url": "https://media.licdn.com/dms/image/v2/D5603AQF-RYZP55jmXA/profile-displayphoto-shrink_800_800/B56ZRi8g.aGsAc-/0/1736826818808?e=1785974400&v=beta&t=N85D86MRjsX6n0VL-gTtB00I-Wp2OVv2TlubmOaqOOI",
          "about": "Chair of the Gates Foundation. Founder of Breakthrough Energy. Co-founder of Microsoft. Voracious reader. Avid traveler. Active blogger.",
          "location": {
            "country": "United States",
            "city": "Seattle, Washington",
            "full": "Seattle, Washington, United States",
            "postal_code": "",
            "country_code": "US"
          },
          "creator_hashtags": [
            "books",
            "climatechange",
            "healthcare",
            "innovation",
            "sustainability"
          ],
          "is_creator": true,
          "is_influencer": true,
          "is_premium": true,
          "open_to_work": false,
          "created_timestamp": 1367521780840,
          "show_follower_count": true,
          "background_picture_url": "https://media.licdn.com/dms/image/v2/D5616AQEjhPbTCeblYg/profile-displaybackgroundimage-shrink_350_1400/B56ZcytR5SGsAg-/0/1748902420393?e=1785974400&v=beta&t=tfuFq3xwEhcTj0loUnzCS9k7RCWVWhP4wFovqJCnL6k",
          "memorialized": false,
          "is_top_voice": true,
          "primary_locale": "en_US",
          "urn": "ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc",
          "follower_count": 40523613,
          "connection_count": 8,
          "current_company": "Gates Foundation",
          "current_company_urn": "8736",
          "current_company_url": "https://www.linkedin.com/company/gates-foundation",
          "current_company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQEgMqqFTd40Tg/company-logo_400_400/company-logo_400_400/0/1736784969376/bill__melinda_gates_foundation_logo?e=1785974400&v=beta&t=EMgLfYrFsnEhzv79P9Cf7A5qj3R4Xi_XmKpFjG7VhoQ",
          "top_education_school": {
            "name": "Harvard University",
            "urn": "18483",
            "url": "https://www.linkedin.com/school/harvard-university",
            "logo_url": "https://media.licdn.com/dms/image/v2/C4E0BAQF5t62bcL0e9g/company-logo_400_400/company-logo_400_400/0/1631318058235?e=1785974400&v=beta&t=nAj6dooCh1EzFOlh6yU7995eP9J3VO9X5Go9Q19Ea1M"
          },
          "creator_website": "https://gatesnot.es/tgn",
          "is_verified": true,
          "top_skills": [],
          "email": "bill.gates@gatesfoundation.org"
        },
        "experience": [
          {
            "title": "Co-chair",
            "company": "Gates Foundation",
            "duration": "2000 - Present · 26 yrs 7 mos",
            "start_date": {
              "year": 2000
            },
            "is_current": true,
            "company_linkedin_url": "https://www.linkedin.com/company/8736/",
            "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQEgMqqFTd40Tg/company-logo_400_400/company-logo_400_400/0/1736784969376/bill__melinda_gates_foundation_logo?e=1785974400&v=beta&t=EMgLfYrFsnEhzv79P9Cf7A5qj3R4Xi_XmKpFjG7VhoQ",
            "company_id": "8736"
          },
          {
            "title": "Founder",
            "company": "Breakthrough Energy",
            "duration": "2015 - Present · 11 yrs 7 mos",
            "start_date": {
              "year": 2015
            },
            "is_current": true,
            "company_linkedin_url": "https://www.linkedin.com/company/19141006/",
            "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQFRMYiQN7-2kA/company-logo_400_400/B56ZoI4SGPI0AY-/0/1761085563539/breakthrough_energy_logo?e=1785974400&v=beta&t=hsODZZCXbWukeK0n5APAU3p9axKgCu2N3m50w1ITcUU",
            "company_id": "19141006"
          },
          {
            "title": "Co-founder",
            "company": "Microsoft",
            "duration": "1975 - Present · 51 yrs 7 mos",
            "start_date": {
              "year": 1975
            },
            "is_current": true,
            "company_linkedin_url": "https://www.linkedin.com/company/1035/",
            "company_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQH32RJQCl3dDQ/company-logo_400_400/B56ZYQ0mrGGoAc-/0/1744038948046/microsoft_logo?e=1785974400&v=beta&t=65JciKJix5JQ1YSt1J4xjguhNriK6rMPH5BN7ZKygjg",
            "company_id": "1035"
          }
        ],
        "education": [
          {
            "school": "Harvard University",
            "duration": "1973 - 1975",
            "school_linkedin_url": "https://www.linkedin.com/company/1646/",
            "school_logo_url": "https://media.licdn.com/dms/image/v2/C4E0BAQF5t62bcL0e9g/company-logo_400_400/company-logo_400_400/0/1631318058235?e=1785974400&v=beta&t=nAj6dooCh1EzFOlh6yU7995eP9J3VO9X5Go9Q19Ea1M",
            "start_date": {
              "year": 1973
            },
            "end_date": {
              "year": 1975
            },
            "school_id": "1646"
          },
          {
            "school": "Lakeside School",
            "school_linkedin_url": "https://www.linkedin.com/company/30288/",
            "school_logo_url": "https://media.licdn.com/dms/image/v2/D560BAQGFmOQmzpxg9A/company-logo_400_400/company-logo_400_400/0/1683732883164/lakeside_school_logo?e=1785974400&v=beta&t=knkWUDWVrmtFi4ti2pLrPEF65jt9ychrd2LZvmmkzJY",
            "school_id": "30288"
          }
        ],
        "featured": [
          {
            "type": "post",
            "title": "What the Gates Foundation hopes to accomplish over the next 20 years",
            "description": "Looking ahead to the next 20 years, the Gates Foundation has three major aspirations to guide our work: \n\n1. No mom, child, or baby dies of a preventable cause. \n2. The next generation grows up in a world without deadly infectious diseases. \n3. Hundreds of millions of people break free from poverty, putting more countries on a path to prosperity. \n \nI know that with the right commitment of resources, a fairer and healthier future for everyone is just on the horizon.",
            "url": "https://www.linkedin.com/feed/update/urn:li:activity:7407934241675608064?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7407934241675608064%29",
            "image_url": "https://media.licdn.com/dms/image/v2/D5612AQE-eZUAKTbmyQ/article-cover_image-shrink_720_1280/B56Zs5D6pMKIAI-/0/1766188887129?e=1785974400&v=beta&t=3d5HsoBUdm9k6WzSS1G52fA0mAa_IUcRFS0rIPj3qwk",
            "social_counts": {
              "likes": 5478,
              "comments": 1430,
              "reaction_counts": [
                {
                  "type": "like",
                  "count": 4684
                },
                {
                  "type": "empathy",
                  "count": 340
                },
                {
                  "type": "appreciation",
                  "count": 287
                },
                {
                  "type": "praise",
                  "count": 115
                },
                {
                  "type": "interest",
                  "count": 44
                },
                {
                  "type": "entertainment",
                  "count": 8
                }
              ]
            }
          },
          {
            "type": "post",
            "title": "How to get the world back on track and enter a new era of unprecedented progress",
            "description": "I have always been an optimist. These days, though, my optimism comes with footnotes. For the first time this century, the world slipped backwards on key measures like childhood mortality in 2025, and if we don’t make the right decisions, this trend will continue.  At the same time, I also believe that, within the next decade, the world will not only get back on track but enter a new era of unprecedented progress. As we start 2026, I’m thinking about how the year ahead will position us for decades to come.",
            "url": "https://www.linkedin.com/feed/update/urn:li:activity:7416559967329103872?updateEntityUrn=urn%3Ali%3Afs_feedUpdate%3A%28V2%2Curn%3Ali%3Aactivity%3A7416559967329103872%29",
            "image_url": "https://media.licdn.com/dms/image/v2/D5612AQEgG5WUmlF97w/videocover-high/B56ZuzdRvxHcBc-/0/1768242356655?e=1785974400&v=beta&t=0ykgOYMfbiU_SvSwhCPwmtqtfKP_eLDRgLNaBWgToCs",
            "social_counts": {
              "likes": 5956,
              "comments": 1082,
              "reaction_counts": [
                {
                  "type": "like",
                  "count": 5153
                },
                {
                  "type": "empathy",
                  "count": 298
                },
                {
                  "type": "interest",
                  "count": 297
                },
                {
                  "type": "appreciation",
                  "count": 127
                },
                {
                  "type": "praise",
                  "count": 69
                },
                {
                  "type": "entertainment",
                  "count": 12
                }
              ]
            }
          }
        ]
      }
    ]
  }
}

Genuine output from a live run — the profile resolved with a work email (bill.gates@gatesfoundation.org), three current roles, two schools and two featured posts. top_skills came back empty, which is normal when LinkedIn doesn't expose them.

Pricing

Pay per event — $0.005 per run, plus $0.010 per matched profile ($10 per 1,000) returned to the dataset. A miss costs only the $0.005 lookup fee — you are never charged the per-result price for a row you did not get.

Event	Price
Lookup (per run)	$0.005
Matched profile returned (per dataset row)	$0.010

Profiles that can't be resolved are not charged the per-result price — only the $0.005 lookup fee applies. Pricing is on top of your Apify platform usage.

Free plan limits

Users on any paid Apify plan are not affected by anything in this section.

On the Apify Free plan all Neuralverge Actors share one budget, per user and per calendar month: 15 runs in total, at most 5 of them on this Actor, and 35 returned rows. A run that finds nothing still counts, because the lookup is performed either way. LinkedIn People Search is metered differently — one run there uses 25 of the 35 rows, because a full page of 25 profiles is bought upstream whether or not all of them are returned. When a limit is reached the Actor stops gracefully with a status message naming it; everything resets on the 1st of every month, and any paid Apify plan removes all of it.

Integrations & API

Results are stored in a standard Apify dataset — export as CSV, JSON, XML or Excel, or fetch on demand through the Apify API. The Actor also plugs into Apify's integrations (Make, Zapier, n8n, webhooks) and can be called from any MCP client to give an AI agent live people data.

FAQ

Do I need a LinkedIn account or cookies? No. Everything runs on the Neuralverge backend — you never provide credentials or a session.

Can I pass a username instead of a URL? Yes — a bare handle like williamhgates works as well as a full profile URL.

Is an email always returned? No. The email is included only when it can be found for that profile; the rest of the profile is still returned.

Am I charged if a profile isn't found? No. You're billed only for rows returned to the dataset.

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Disclaimer: This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation. LinkedIn® is a registered trademark of LinkedIn Corporation. All trademarks are property of their respective owners.