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Reviewed · Updated 2026-06-19

Apify LinkedIn Scraper API

Offers customizable LinkedIn scraping tools for data collection workflows.

Reviewed by the Conversion Gems editorial team ·
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Pricing
Free Trial
Best for
Web automation users
Category
Analytics & Data
The bottom line

The go-to LinkedIn scraping solution for developers who want flexible, no-auth data extraction priced per result.

7.2
Our score
7.2 / 10
Conversion Gems editorial verdict
Free ($5/mo credits); scraping from $1/1k results
Features8/10
8 - eight scraping modes, email discovery, proxy routing, MCP support, and 24h caching cover nearly every LinkedIn data use case.
Value7/10
7 - pay-per-result is transparent and cheap at low volumes; costs escalate fast for profile-heavy workloads.
Ease of use6/10
6 - no-code actor UI lowers the bar, but API integration, CU billing concepts, and proxy config still require developer comfort.
Ecosystem8/10
8 - broad integrations (Zapier, Make, webhooks), MCP-native for AI agents, and a large Apify Store actor library.
Support6/10
6 - community support on free tier; chat support on Starter+; actor-specific issues depend on individual actor maintainers.

Community ratings

4.8/ 5 aggregate · across 3 sources
G2
4.7450+ reviews
Capterra
4.8470+ reviews
Trustpilot
4.8550+ reviews

Third-party ratings shown verbatim; aggregate weighted by review volume.

What it really is

Apify LinkedIn Scraper — pay-per-result LinkedIn data extraction actors on the Apify cloud platform.

Our take

Apify hosts a suite of LinkedIn scraper actors that pull profiles, companies, jobs, posts, and employee lists at $1–$5.50 per 1,000 results — no LinkedIn credentials required. The DB mislabels the price tier as 'free_trial'; Apify actually has a permanent Free plan ($5/mo credits) plus paid platform subscriptions from $29/mo, making it freemium. The flagship 'get-leads/linkedin-scraper' actor offers eight data modes, built-in email discovery, and MCP compatibility for AI-agent workflows.

Why we rate it

Apify's actor marketplace means you get continuously maintained scrapers without managing infrastructure. The 24-hour result cache, smart proxy routing, and MCP compatibility make it unusually AI-agent ready for 2026.

The catch

LinkedIn's TOS prohibits scraping, so actors can break when LinkedIn updates its layout; the free plan's $5 credit covers only small test runs before costs accumulate.

Best for
Sales and recruiting teams enriching lead lists at scale
Developers building B2B data pipelines or AI agents needing LinkedIn context
Market researchers tracking company hiring signals or post engagement
Not good for
Teams needing real-time LinkedIn data with sub-second latency
Non-technical users who want a point-and-click LinkedIn export tool
Organizations with strict legal requirements around LinkedIn data usage
Friction report
Time to value
Moderate: free account creation is instant, but first successful scrape requires setting up an Apify actor run via API or UI — roughly 15–30 minutes for a developer.
Scale breakpoint
Per-result costs compound quickly at high volume; Profile Complete at $5.50/1k means 1M profiles = $5,500 in actor fees alone, before platform compute.
Walled garden
Low: data exports to JSON, CSV, Excel, or direct webhooks; Apify is integration-first with Zapier, Make, and direct API.

A look inside

Apify LinkedIn Scraper API product screenshot

Frequently Asked Questions

Alternatives

Step up

Bright Data LinkedIn Dataset for enterprise SLA, compliance guarantees, and dedicated account management.

Lighter alternative

PhantomBuster LinkedIn Scraper for a no-code, workflow-style alternative with simpler pricing.

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Tags

#WebScraping#Automation

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