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Reviewed · Updated 2026-06-19

Bright data LinkedIn Scraper API

Q: Bright data LinkedIn Scraper API

Bright Data LinkedIn Scraper API collects LinkedIn insights, company information, and prospect data at scale.

Delivers high-volume LinkedIn scraping capabilities with proxy infrastructure.

Reviewed by the Conversion Gems editorial team · 2026-06-19

Try Bright

Pricing

Free Trial

Best for

Data engineers

The bottom line

The go-to managed LinkedIn scraper for data teams who want reliable, compliant, high-volume extraction without maintaining proxy infrastructure.

7.5

Our score

7.5 / 10

Conversion Gems editorial verdict

Free (5K rec/mo); PAYG $1.50/1K records

Features8/10

8 - ten purpose-built LinkedIn scrapers, proxy rotation, CAPTCHA solving, batch submissions, multi-format delivery (JSON/CSV/NDJSON), and cloud storage integrations.

Value7/10

7 - permanent free tier and success-only PAYG billing are strong; $499/mo Scale is solid value at 384K records but steep for early-stage users.

Ease of use7/10

7 - clean REST API and good docs lower the barrier, but integration still requires developer effort; no no-code interface.

Ecosystem8/10

8 - native delivery to S3, GCS, Snowflake, webhook support, n8n integration, and JSON/CSV/NDJSON output formats cover most data stack needs.

Support7/10

7 - expert support included on all tiers including free; dedicated account manager and premium SLA only on Enterprise.

Community ratings

4.5/ 5 aggregate · across 3 sources

4.6280+ reviews

Capterra

4.760+ reviews

Trustpilot

4.4970+ reviews

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

What it really is

Bright Data LinkedIn Scraper API — a managed suite of LinkedIn scraping APIs covering profiles, companies, jobs, and posts with built-in proxy rotation and CAPTCHA solving.

Our take

Bright Data's LinkedIn Scraper API is a production-grade, fully managed scraping infrastructure for extracting structured LinkedIn data at scale. The DB price_tier was tagged 'free_trial' but the product is properly freemium — a permanent free tier of 5,000 records/month ships alongside PAYG and a $499/mo Scale plan. Ten distinct endpoint scrapers (profiles, companies, job listings, posts, etc.) return clean JSON without requiring users to manage proxies or anti-bot measures.

Why we rate it

Bright Data is the market leader in web data infrastructure. The LinkedIn API suite offloads proxy management, fingerprinting, and CAPTCHA handling entirely — letting teams ship data pipelines fast. The permanent free tier and success-only billing on PAYG lower the risk of entry significantly.

The catch

Scale plan at $499/mo is a meaningful commitment for smaller teams, and LinkedIn's ToS makes scraping a legally grey area that Bright Data's compliance framing doesn't fully eliminate. Costs can spike quickly on large-volume PAYG usage.

Best for

Data engineering teams building recruitment or lead-gen pipelines

Researchers and analysts aggregating professional profile datasets at scale

Growth marketers needing structured LinkedIn company and job listing data

Not good for

No-code or non-technical users uncomfortable with API integration

Projects requiring real-time, sub-second LinkedIn lookups at very high RPS

Teams with strict legal constraints who cannot accept any ToS-grey scraping risk

Friction report

Time to value

Fast: free account, no credit card, 5K records available immediately; first structured JSON response in minutes with a single API call.

Scale breakpoint

PAYG costs compound quickly above ~50K records/month, making the $499/mo Scale plan necessary; enterprise negotiations add lead time for very large volumes.

Walled garden

Moderate: data is delivered via webhooks, S3, GCS, or Snowflake — exports are straightforward — but scrapers are tightly coupled to Bright Data's proprietary proxy network.

A look inside

Bright data LinkedIn Scraper API product screenshot

Frequently Asked Questions

Alternatives

Step up

Bright Data Data Marketplace for pre-collected, ready-to-download LinkedIn datasets without per-call API overhead.

Lighter alternative

PhantomBuster LinkedIn scraping automation for lower-volume, no-infrastructure use cases.

Ready to try Bright data LinkedIn Scraper API?

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