LinkedIn Data API Python

Extract LinkedIn profile and company data using Python and MagicalAPI.

This repository is a simple starter kit for developers who want to fetch structured LinkedIn data for lead generation, sales automation, enrichment, and analytics.

What you can build

• Lead generation tools
• Sales prospect enrichment
• B2B contact intelligence
• Company data dashboards
• Growth and marketing automation
• CRM enrichment pipelines

Installation

git clone https://github.com/magicalapi/linkedin-data-api-python.git
cd linkedin-data-api-python

python -m venv .venv
source .venv/bin/activate

python -m pip install -r requirements.txt

Setup

Create a .env file:

cp .env.example .env

Add your API key:

MAG_API_KEY=your_api_key_here

Get your API key

1. Go to https://panel.magicalapi.com/api-info
2. Sign up
3. Copy your API key
4. Add it to your .env file

Important

This API works with LinkedIn usernames, not full URLs.

Example:

• Profile: https://www.linkedin.com/in/conanobrien/ → conanobrien
• Company: https://www.linkedin.com/company/google/ → google

Get LinkedIn profile data

python examples/get_profile_data.py

Example:

result = await client.profile_data.get_profile_data(
    profile_name="conanobrien"
)

Get LinkedIn company data

python examples/get_company_data.py

Example:

result = await client.company_data.get_company_data(
    company_username="google"
)

Batch LinkedIn data fetching

python examples/batch_linkedin_fetch.py

Example output

{
  "name": "Conan O'Brien",
  "headline": "Comedian, Writer, Producer",
  "location": "United States",
  "followers": 1000000,
  "experience": [],
  "education": []
}

Use the full MagicalAPI Python SDK

This repository focuses only on LinkedIn profile and company data.

For all MagicalAPI services, use the official SDK:

https://github.com/magicalapi/magicalapi-python

Supported MagicalAPI services

• Resume Parser
• Resume Checker
• Resume Matcher
• LinkedIn Profile Data
• LinkedIn Company Data

License

MIT