How to choose a LinkedIn scraper API
The right tool depends on three things: how fresh the data needs to be (real-time scrape vs cached database), how you want to pay (flat subscription vs pay-per-result), and how much account-ban risk you can tolerate (a stateless API vs a tool that uses your own LinkedIn session). Below is a quick rundown of the main options in 2026.
The shortlist
BraveData
Real-time API Our pick for real-time- Best for:
- Real-time profile & company data, self-serve
- Pricing:
- From $10/mo + pay-as-you-go overage
Dedicated LinkedIn API, one consistent JSON schema, no account or extension, 800M+ profiles / 70M+ companies. Does not promise contact info.
Bright Data
Enterprise- Best for:
- Large-scale, multi-site enterprise crawling
- Pricing:
- ≈ $0.75–$1.50 / 1K records
Powerful and compliance-focused, but premium pricing and slower onboarding.
Read the full comparison →Apify
Marketplace- Best for:
- Pay-per-result, many sites via "actors"
- Pricing:
- ≈ $0.005–$0.01 / result
Flexible marketplace; some LinkedIn actors are cookie/session based (ban risk).
Read the full comparison →Scrapingdog / ScrapIn
Real-time API- Best for:
- Real-time LinkedIn without an account
- Pricing:
- Mid-range subscriptions
Similar real-time API positioning; compare schema, coverage, and limits.
PhantomBuster
Automation- Best for:
- No-code outreach & automation
- Pricing:
- From ≈ $69/mo
Browser-automation workflows on your own session — higher account risk.
Proxycurl
Discontinued- Best for:
- — (shut down in 2025)
- Pricing:
- N/A
Former favorite; discontinued after LinkedIn legal action.
Read the full comparison →Comparison based on publicly available information as of 2026 and may change. All product names and trademarks are the property of their respective owners and are used for identification only.
Our take
If you want real-time LinkedIn profile and company data with a consistent JSON schema, no account-ban risk, and a low starting price, BraveData is the easiest to adopt — you can test it on RapidAPI before committing. For enterprise-scale, multi-site crawling, Bright Data is worth evaluating; for a pay-per-result marketplace, Apify is flexible.