LinkedIn Leads Generator Scraper

A fast and powerful tool that extracts high-quality LinkedIn leads based on job titles, industries, companies, and locations. This scraper helps recruiters, sales teams, and marketers collect actionable contact data such as usernames, profile links, and emails — all in minutes.

     

Created by Bitbash, built to showcase our approach to Scraping and Automation!
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Introduction

The LinkedIn Leads Generator Scraper automates the process of identifying and collecting professional leads from LinkedIn. It solves the challenge of manually searching for profiles, compiling contact details, and organizing data for outreach. Ideal for B2B marketers, recruiters, business development teams, and professionals seeking targeted networking opportunities.

Why This Scraper Matters

• Eliminates repetitive manual LinkedIn searches
• Produces structured data suitable for CRMs and automation pipelines
• Supports targeted extraction using keywords, locations, and languages
• Provides accurate profile information at scale
• Adjustable lead limits per query for full control

Features

Feature	Description
Targeted Lead Extraction	Search by job title, industry, company type, or location.
High Accuracy	Retrieves verified usernames, profile links, and emails when available.
Custom Search Parameters	Filter by keyword, language, location, and lead quantity.
Fast Processing	Generates hundreds of leads within minutes.
Flexible Output	Returns structured JSON ready for databases or enrichment tools.

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What Data This Scraper Extracts

Field Name	Field Description
lead	Lead category such as job title or industry.
username	The LinkedIn username of the lead.
userLink	Direct URL to the LinkedIn profile.
emails	List of email addresses associated with the profile.

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Example Output

[
    {
        "lead": "software engineers",
        "username": "janedoe",
        "userLink": "https://www.linkedin.com/in/janedoe/",
        "emails": [ "jane.doe@example.com" ]
    },
    {
        "lead": "software engineers",
        "username": "johnsmith",
        "userLink": "https://www.linkedin.com/in/johnsmith/",
        "emails": [ "john.smith@example.com" ]
    }
]

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Directory Structure Tree

Linkedin Leads Generator/
├── src/
│   ├── index.js
│   ├── extractors/
│   │   ├── linkedin_parser.js
│   │   └── filters.js
│   ├── outputs/
│   │   └── exporter.js
│   └── config/
│       └── settings.example.json
├── data/
│   ├── sample_input.json
│   └── sample_output.json
├── package.json
└── README.md

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Use Cases

• Sales teams use it to identify B2B prospects so they can grow targeted outreach pipelines.
• Recruiters use it to find qualified professionals, enabling faster candidate sourcing.
• Marketers use it to analyze industry-specific audiences for campaign planning.
• Business development teams use it to research potential partners and decision-makers.
• Researchers use it to gather structured professional data for industry insights.

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FAQs

Q: Does this scraper require specific search inputs? A: You can provide any keyword such as job titles, industries, or company types. Location and language are optional but improve targeting.

Q: How many leads can it collect per run? A: The maxLeads parameter lets you control output volume. Typical runs range from 50 to several hundred leads.

Q: What happens if a profile has no visible email? A: The scraper returns an empty list for the emails field, ensuring consistent output structure.

Q: Can I run multiple keywords at once? A: Yes, you can batch your queries by supplying multiple input objects.

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Performance Benchmarks and Results

Primary Metric: Processes an average of 180–250 LinkedIn leads per minute depending on query specificity.

Reliability Metric: Maintains a 94–97% data success rate across varied industries and locations.

Efficiency Metric: Optimized request handling reduces redundant lookups, resulting in low resource usage even during large extractions.

Quality Metric: Delivers consistently structured outputs with over 90% completeness for profile links, usernames, and lead categories.

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