What Is a LinkedIn Scraper API? How It Works, Pricing & Use Cases (2026)

Last updated: 2026-09-02 · AntsData LinkedIn data API

What is a LinkedIn scraper API?

A LinkedIn scraper API is a programmatic interface that extracts data from LinkedIn — company pages, contact profiles, posts and job listings — and returns it as structured JSON. Instead of manual profile-by-profile browsing or brittle browser automation, sales teams and developers pull prospect data with a single API call. AntsData offers this on a pay-per-record basis with a $5 free trial.

Why teams use it

Use case	Data needed	Team
B2B prospect lists	Contact profiles (title, company, location)	Sales/SDR
Account targeting	Jobs, hiring signals	Sales, agency
Candidate sourcing	Profile data at scale	Recruiting
Market research	Company pages, posts	Research
Lead scoring	Posts (pain points, engagement)	Growth

How it works

import requests

# AntsData LinkedIn scraper — company data
r = requests.get(
    "https://api.antsdata.com/v1/linkedin/company/{url}",
    headers={"Authorization": "Bearer <YOUR_TOKEN>"},
)
print(r.json())

Auth: Bearer token from antsdata.com · Pay per record · $5 free to evaluate.

LinkedIn scraper API vs browser automation vs Sales Navigator

Aspect	AntsData API	DIY browser automation	Sales Navigator
Set-up time	Minutes	Days-weeks	Minutes
Anti-bot risk	None (vendor-managed)	High (blocks, bans)	N/A
Data structure	Clean JSON	HTML parsing	UI-bound
Cost model	Pay per record (fraction)	Engineering time	$99+/month/seat
Scale	API-native	Fragile	Manual workflow

FAQ

Is scraping LinkedIn legal?

APIs operate on the public data LinkedIn exposes; always follow the vendor's terms and your local regulations. AntsData manages compliance and reliability on the infrastructure side.

How much does a LinkedIn scraper API cost?

Pay-per-record models (AntsData: $5 free trial, then per-record pricing) are typically a fraction of subscription tools like Sales Navigator.

Can I get company data, posts and jobs from one API?

Yes — AntsData endpoints cover company pages, contact profiles, posts (company & personal) and jobs per company.

What are the typical use cases?

B2B prospect list building, account targeting, candidate sourcing, market research, and lead scoring from engagement signals.

Is it suitable for developers?

Yes — REST API with JSON responses, Bearer auth, and code samples in Python (and other languages).

Discussion

What would you build first with a LinkedIn data API — prospect lists, hiring signals, or content research? Comment below.

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Product: antsdata.com — LinkedIn data API with $5 free trial. Contact: [e-mail].