Linkedin Conversation Scraper

Linkedin Conversation Scraper

Extract and manage LinkedIn inbox chat / message / messaging conversations at scale.

The LinkedIn Conversation Scraper allows you to analyze, manage, and extract LinkedIn chat history from your inbox.

It supports inbox filtering and provides structured data about conversations, participants, messages, and activity timelines.

Perfect for CRM sync, sales workflows, recruiting pipelines, and analytics.

How to provide cookie session ?

• install "Copy Cookies" chrome extension
• login to your account and go to your linkedin home page
• Use the extension (clicking will copy cookies)
• Paste the cookies in the input "cookies" from the actor

Included features

📥 Extract conversations from LinkedIn inbox

🗂️ Select inbox type (Primary, Archived, etc.)

🔍 Filter conversations by status or unread messages

👥 Extract participant profiles (name, headline, distance, profile URL, avatar)

🕒 Get conversation metadata

• Creation date

• Last activity date

• Last read timestamp

✉️ Extract messages content

• Message text

• Sender (who sent the message)

• Message timestamp

📊 Identify:

• Last message sender

• Last message content

• Total messages count

• Unread count

👥 Detect 1-to-1 vs group conversations

📦 Clean and structured JSON output

🤖 Built for automation and integrations

Use Cases

🤝 CRM synchronization (HubSpot, Salesforce, Pipedrive)

📈 Sales pipeline monitoring

🧲 Lead qualification & follow-up automation

🧑‍💼 Recruitment and candidate tracking

📊 Conversation activity analytics

🕵️ Spam & outreach detection

🗂️ Inbox auditing and archiving

🤖 AI-powered conversation analysis

OUTPUT

{
  "participants": [
    {
      "url": "https://www.linkedin.com/in/ACoAAADXSB8B07lQotS-UN6oykRY6i3UKpbAHio",
      "distance": "DISTANCE_3",
      "pronoun": null,
      "picture": "https://media.licdn.com/dms/image/v2/D4E03AQF0XJNUnYkuEA/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1719085317252?e=1761782400&v=beta&t=uk0g9Kx_olOnfRj7Oci97OSPNi45cvFRe48bDRATkII",
      "firstname": "Matt",
      "lastname": "Schenck",
      "headline": "EVP, Admissions",
      "entityUrn": "ACoAAADXSB8B07lQotS-UN6oykRY6i3UKpbAHio"
    },
    {
      "url": "https://www.linkedin.com/in/ACoAABi6e98BnhfuzL7uraGA7pwpJqUTn4jopfg",
      "distance": "SELF",
      "pronoun": null,
      "picture": "https://media.licdn.com/dms/image/v2/D4E03AQGHYv61mAZX1w/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1723101833828?e=1761782400&v=beta&t=RKREVA6BBXC6GQBkEcIusUw1zMySDJtUvrrq-9jnH7M",
      "firstname": "Thomas",
      "lastname": "Lopes",
      "headline": "Building tools for RevOps and GTM Engineers @saswave",
      "entityUrn": "ACoAABi6e98BnhfuzL7uraGA7pwpJqUTn4jopfg"
    }
  ],
  "status": "ACTIVE",
  "unread_count": 0,
  "last_read_at": "2025-09-27 13:02:56",
  "last_activity_at": "2025-09-26 17:17:45",
  "is_group_chat": false,
  "creator": "ACoAAADXSB8B07lQotS-UN6oykRY6i3UKpbAHio",
  "created_at": "2025-09-26 17:17:45",
  "messages": [
    {
      "content": "Hi Thomas,\nYour impressive background and career path caught our attention. I lead MBA and Executive MBA Admissions at Quantic — a modern online business school challenging top traditional MBAs.\nBased on your profile, I’d like to invite you to apply with our France Leadership Scholarship. This partial tuition award blends our mission of access in education with a commitment to empower leaders from specific talent-rich countries in our selective US-accredited MBA programs.\nhttps://quantic.edu/invite/leaders-in-france\nIf admitted, you would join over 15,000 global alumni in our flexible, 15-month degree, delivering top MBA career outcomes without the usual high cost.\nNext step? Just sign up to review scholarship details, sample courses, preview our alumni network, and start the free application before the upcoming deadline.\nBest regards,Matt SchenckEVP, AdmissionsQuantic School of Business and Technology",
      "date": "2025-09-26 17:17:45",
      "who": "her/him"
    }
  ],
  "total_messages": 1,
  "last_message_date": "2025-09-26 17:17:45",
  "last_message_content": "Hi Thomas,\nYour impressive background and career path caught our attention. I lead MBA and Executive MBA Admissions at Quantic — a modern online business school challenging top traditional MBAs.\nBased on your profile, I’d like to invite you to apply with our France Leadership Scholarship. This partial tuition award blends our mission of access in education with a commitment to empower leaders from specific talent-rich countries in our selective US-accredited MBA programs.\nhttps://quantic.edu/invite/leaders-in-france\nIf admitted, you would join over 15,000 global alumni in our flexible, 15-month degree, delivering top MBA career outcomes without the usual high cost.\nNext step? Just sign up to review scholarship details, sample courses, preview our alumni network, and start the free application before the upcoming deadline.\nBest regards,Matt SchenckEVP, AdmissionsQuantic School of Business and Technology",
  "last_message_who": "her/him",
  "days_from_today": 0
}

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