#1Table rank
Platform
ZenRows
Starting from
Subscription + request tiers; promos vary
Headquarters
Switzerland (verify)
Delivery Cloud API · Rendered HTML / JS
Integration REST API · SERP & listing parsers (Google, Bing…
Scraper workflow
LinkedIn scrapers : compare the best scrapers in 2026
Recruiting and sales workflows need stable identifiers. Confirm vendor posture on login-assisted flows versus public-only extraction.
- Top 1High confidenceZenRowsDeliveryCloud API · Rendered HTML / JSIntegrationREST API · SERP & listing parsers (Google…
- Top 2High confidence
ScrapingBeeDeliveryCloud API · Rendered HTML / JSIntegrationREST API · SERP & listing parsers (Google… - Top 3High confidence
ApifyDeliveryCloud API · Managed browsersIntegrationREST API · SDKs (Node, Python, …) - Top 4
FirecrawlDeliveryCloud API · Crawl + map engineIntegrationREST API · SDKs (Node, Python, …)
Comparison
LinkedIn scrapers compared in 2026
4 platforms in this hub
- #2Table rank
Platform
ScrapingBee
Starting from
Credit-based API; entry tiers change. Verify live calculator
Headquarters
France
Delivery Cloud API · Rendered HTML / JS
Integration REST API · SERP & listing parsers (Google, Bing…
- #3Table rank
Platform
Apify
Starting from
Free tier + usage-based actors; paid from low tens $/mo (verify)
Headquarters
Czech Republic
Delivery Cloud API · Managed browsers · Self-hosted …
Integration REST API · SDKs (Node, Python, …) · Webhooks · …
- #4Table rank
Platform
Firecrawl
Starting from
Free tier + metered crawl/extract; verify current limits
Headquarters
United States (verify)
Delivery Cloud API · Crawl + map engine · Rendered H…
Integration REST API · SDKs (Node, Python, …) · LLM-friendl…
| # | Platform | Delivery | Integration | Starting from | HQ | Action |
|---|---|---|---|---|---|---|
| Cloud API · Rendered HTML / JS | REST API · SERP & listing parsers (Google, Bing… | FromSubscription + request tiers; promos vary | Switzerland (verify) | |||
| Cloud API · Rendered HTML / JS | REST API · SERP & listing parsers (Google, Bing… | FromCredit-based API; entry tiers change. Verify live calcu… | France | |||
| Cloud API · Managed browsers · Self-hosted … | REST API · SDKs (Node, Python, …) · Webhooks · … | FromFree tier + usage-based actors; paid from low tens $/mo… | Czech Republic | |||
| Cloud API · Crawl + map engine · Rendered H… | REST API · SDKs (Node, Python, …) · LLM-friendl… | FromFree tier + metered crawl/extract; verify current limits | United States (verify) |
Guidance
LinkedIn scrapers : compare the best scrapers in 2026
LinkedIn is among the strictest consumer sites for automated access. Many teams combine cautious scraping with official recruiter or sales products to stay inside policy lines.
This hub compares vendors we tag for LinkedIn workflows. If a vendor proposes logged-in automation, treat account loss as an operational risk with explicit mitigations.
Public profile fields can still include regulated data in some regions. Confirm with counsel.
Pilot on the industries and geos you recruit or sell into. Layout and enforcement vary.
How to read the ranking
Ordering follows our editorial order within the LinkedIn-tagged vendor set. Account bans can invalidate ROI overnight. Budget accordingly.
Buyer checklist
Define whether you need profiles, jobs, company pages, or post engagement metrics.
Measure success with realistic delays and human-like navigation patterns.
Separate enrichment vendors from raw scrape vendors when buying contact data.
Document opt-out handling if you merge scraped data with CRM records.
Is logged-in scraping ever acceptable?
Only with clear business approval and legal review. LinkedIn’s contracts and automated access rules are aggressively enforced. Assume high risk unless counsel says otherwise.
Next steps
Other use-case hubs
Same comparison layout, different workflow filter. Switch context without starting from scratch.
Use caseSERP scraping (Google, Bing, …)Shortlist vendors when you extract organic results, ads blocks, or answer boxes across engines and markets. Parser stability and geo accuracy matter most.View comparison →
Use caseGoogle Ads transparency scrapingFor competitive intelligence on paid search and display creatives, pair vendor fit with legal review; automated access to Google properties is tightly policy-bound.View comparison →
Use caseE-commerce & catalog scrapingFor pipelines that ingest PDPs, listing grids, and variants, where JS rendering, throttling, and schema drift decide operational cost.View comparison →
Use caseAmazon scrapingAmazon is aggressively defended. Shortlist vendors for realistic pilots on your SKU basket before you depend on automated Buy Box or pricing signals.View comparison →
Use caseZillow scrapingUS listing portals mix public fields with heavy bot management. Validate extraction on search, map tiles, and detail routes you actually need.View comparison →
Use caseLeboncoin scrapingClassifieds move fast. Focus on unblock strategy, polite concurrency, and compliance before you wire alerts or repricers to listing HTML.View comparison →
Use caseVinted scrapingFashion C2C marketplaces punish naive crawlers; compare vendors on render paths, session handling, and pilot metrics on the feeds you depend on.View comparison →
Use caseTikTok scrapingShort-form video platforms change fast. Treat any vendor claim as hypothesis until you benchmark on profiles, hashtags, or comment threads you own operationally.View comparison →
Use caseInstagram scrapingMeta surfaces are login- and fingerprint-sensitive. Align vendor capabilities with what you can legally and technically access for your use case.View comparison →
Use caseFacebook scrapingPublic-page scraping still hits bot management hard. Pilot on the exact Page types and locales you need before you scale workers.View comparison →
Use caseYouTube scrapingVideo platforms offer official data paths; compare vendors when you still need HTML or headless flows for gaps the API does not cover.View comparison →
Use caseTwitter / X scrapingX changes access models frequently. Validate vendor support for your required objects (profiles, threads, search) under current terms.View comparison →
Use caseReddit scrapingSubreddit and thread layouts are relatively stable but rate limits bite. Benchmark latency and block rates on hot threads and search results.View comparison →