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.
Product: antsdata.com — LinkedIn data API with $5 free trial. Contact: hai.zhou@xiaoxitech.com.
