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Automate Hyper-Personalized Outreach at Scale With Bright Data and LLMs

LinkedIn Enrichment & Ice Breaker Generator

For SDRs, growth marketers, and founders looking to scale personalized outreach.
This workflow enriches LinkedIn profile data using Bright Data and generates AI-powered ice breakers using Claude (Anthropic).
It automates research and messaging to help you connect smarter and faster β€” without manual effort.


🧩 How It Works

This workflow combines Google Sheets, [Brigt Data](Bright Data), and Claude (Anthropic) to fully automate your outreach research:

  1. Trigger

    • Manually trigger the workflow or run it on a schedule (via Manual Trigger or Schedule Trigger ).
  2. Read Input Sheet

    • Fetches rows from a Google Sheet. Each row must contain at least a Linkedin_URL_Person and row_number .
  3. Prepare Input

    • Formats each row for Bright Data's API using Set and SplitInBatches nodes.
  4. Enrich Profile (Bright Data API)

    • Sends LinkedIn URLs to Bright Data's Dataset API via HTTP Request .
    • Waits for snapshot to be ready using polling logic with Wait , If , and Snapshot Progress nodes.
    • Once ready, retrieves the enriched profile data including:
      • Name
      • City
      • Current company
      • About section
      • Recent posts
  5. Update Sheet with Profile Data

    • Writes the retrieved enrichment data into the corresponding row in Google Sheets (via row_number).
  6. Generate Ice Breaker (Claude AI)

    • Sends enriched profile content to Claude (Anthropic) using a custom prompt.
    • Focuses on recent posts for crafting relevant, respectful, 1–4-line ice breakers.
  7. Update Sheet with Ice Breaker

    • Writes the generated ice breaker to the Ice Breaker 1 column in the original row.

βœ… Requirements

To use this workflow, you must have the following:

Google Sheets

  • A Google account
  • A Google Sheet with at least one sheet/tab containing:
    • Column: Linkedin_URL_Person
    • Column: row_number (used for mapping input and output rows)

Bright Data

  • A Bright Data account with access to the Dataset API
  • An active dataset that accepts LinkedIn URLs
  • API key with Dataset API access

Anthropic Claude

  • An Anthropic API key (for Claude 3.5 Haiku or other Claude models)

n8n Environment

  • Access to HTTP Request , Set , Wait , SplitInBatches , If , and Google Sheets nodes
  • Access to Claude integration (via LangChain nodes: @n8n/n8n-nodes-langchain )
  • Credential manager properly configured with:
    • Google Sheets OAuth2 credentials
    • Bright Data API key
    • Anthropic API key

βš™οΈ Setup Instructions

Step 1: Copy the Google Sheets Template

πŸ“„ Click here to make a copy

  • Fill the Linkedin_URL_Person column with LinkedIn profile URLs you want to enrich
  • Do not modify headers or add filters to the sheet
  • Leave other columns (name, city, about, posts, ice breaker) blank β€” the workflow fills them

Step 2: Connect Your Accounts in n8n

  1. Google Sheets : Create a credential under Google Sheets OAuth2 API
  2. Bright Data : Add your API key as a credential under HTTP Request (Authorization header)
  3. Anthropic : Create a credential for Anthropic API with your Claude key

Step 3: Import and Configure the Workflow

  1. Import the workflow into your n8n instance.
  2. In each Google Sheets node:
    • Select the copied Google Sheet
    • Select the correct tab (usually input or Sheet1 )
  3. In the HTTP Request node to Bright Data:
    • Paste your Bright Data dataset ID
  4. In the Claude prompt node:
    • Optionally adjust the tone and length of the ice breaker prompt

Step 4: Run the Workflow

  • Test it using the Manual Trigger node
  • For daily automation, enable the Schedule Trigger and configure interval settings
  • Watch your Google Sheet populate with enriched data and tailored ice breakers

🧠 Tips & Best Practices

  • Bright Data Delay : Snapshots may take time. The workflow polls the status until complete.
  • Retry Protection : If and Wait nodes avoid infinite loops by checking snapshot status.
  • Mapping via row_number : Critical to ensure data is updated in the right row.
  • Prompt Engineering : You can fine-tune Claude's behavior by editing the text prompt.

🧾 Output Example

Once complete, each row in your Google Sheet will contain:

Linkedin_URL_Person Name City Company Recent Post Ice Breaker
linkedin.com/... Jane Doe NYC ACME Corp β€œWhy AI should replace meetings” "Loved your post about AI and meetings β€” finally someone said it!"

πŸ’¬ Support & Feedback

Questions? Want to tweak the prompt or expand the enrichment?

πŸ“§ Email : Yaron@nofluff.online
πŸ“Ί YouTube : @YaronBeen
πŸ”— LinkedIn : linkedin.com/in/yaronbeen


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