The best LinkedIn profile scrapers in 2026 are Bright Data, Vayne.io, PhantomBuster, Apify, and Evaboot . The right tool depends entirely on whether you need pure data collection, outreach automation, or Sales Navigator cleaning — and how much account ban risk you can tolerate.
Top picks by activity
- Bright Data→ Best overall for reliable LinkedIn data collection with minimal account risk.
- Vayne.io→ Best for high-volume cloud-based scraping.
- PhantomBuster→ Best for LinkedIn outreach and workflow automation.
- Apify→ Best for developers, custom workflows, and AI/LLM pipelines.
- Evaboot → Best for cleaning and exporting Sales Navigator leads.
How We Picked and Ranked These Tools (Our methodology)
We tested 12 LinkedIn profile scrapers on real public profiles, verified pricing directly on each vendor's site in 2026, and pulled ratings from G2, Capterra, and Trustpilot — not from the vendors themselves.
Rankings are based on five criteria: account ban risk, data completeness, speed and reliability, real cost per 1,000 profiles, and developer experience. Ban risk carries the most weight — whether a tool requires your LinkedIn login is the most important decision you'll make before picking one.
No tool paid for placement. Some offer affiliate commissions; it has no effect on position. Where a tool received a free trial account for testing, we note it in the review.
Top 12 LinkedIn Profile Scrapers Compared (2026)
| # | Tool | Type | Ban risk | Max / day | Starting price | Free tier | Email enrichment | G2 rating | Best for |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Bright Data 150M+ IPs · no login |
API | None | Unlimited | $1.50 / 1K Pay-as-you-go |
5,000 rec / mo | ✓ | ★★★★4.6 |
Compliant at scale |
| 2 | Vayne.io Cloud · no extension |
Cloud | Very low | 15,000 | $29 / mo 10K profiles |
200 / mo | ✓ | ★★★★★4.7 |
High-volume B2B |
| 3 | PhantomBuster Multi-step automation |
Automation | Medium | ~500 safely | $69 / mo Subscription |
14-day trial | Add-on | ★★★★4.4 |
Outreach automation |
| 4 | Apify 31K+ Actors · MCP server |
Cloud | Low | Unlimited | $49 / mo + per-result |
$5 / mo credit | — | ★★★★★4.7 |
Developers · AI |
| 5 | Evaboot Sales Navigator export |
Extension | Medium | Varies | $29 / mo 500 leads |
7-day trial | ✓ | ★★★★4.6 |
Sales Nav exports |
| 6 | Captain Data Enterprise workflows |
Cloud | Low | Unlimited | $399 / mo Enterprise |
7-day trial | ✓ | ★★★★★4.7 |
Enterprise ops |
| 7 | Scrapingdog No login · Proxycurl alt |
API | None | Unlimited | $40 / mo 200K credits |
200 credits | — | ★★★★4.5 |
Budget · Proxycurl alt |
| 8 | Skrapp Email-focused scraper |
Extension | Medium | 2,500 / op | $29 / mo 1K emails |
100 emails / mo | ✓ | ★★★★4.3 |
Email lists |
| 9 | LinkedHelper Desktop · built-in CRM |
Desktop | Medium | ~200 | $15 / mo Standard |
14-day trial | — | ★★★★4.5 |
Budget · CRM |
| 10 | Dux-Soup Since 2016 · lowest cost |
Extension | Med-High | ~100 | $14.99 / mo Pro plan |
— | — | ★★★★4.2 |
Solo · lowest cost |
| 11 | Dripify Drip sequences |
Automation | Medium | ~500 | $39 / mo Subscription |
7-day trial | — | ★★★★4.4 |
Sales sequences |
| 12 | Nimbleway AI-native · real-time |
API | Low | Unlimited | $150 / mo + $3 / CPM |
7-day trial | — | ★★★★4.3 |
Enterprise real-time |
Bright Data is the safest and most complete LinkedIn profile scraper in 2026. Its LinkedIn Scraper API collects structured public data — name, headline, experience, skills, education — without ever requiring your LinkedIn credentials. That single design decision eliminates account ban risk entirely.
It has won documented court cases on public data access and operates under verified GDPR and CCPA compliance frameworks, making it the only tool here with a verifiable legal track record. Also the best structural Proxycurl replacement after Proxycurl shut down in July 2026.
Pros:
Cons:
From $1.50 / 1,000 records · 5,000 free records / month, no credit card required
Verdict: If your LinkedIn account is critical to your business and you cannot afford bans, Bright Data is the only defensible choice in 2026. The no-login architecture and legal compliance track record are unmatched. Also the best direct replacement for teams that were on Proxycurl before its July 2025 shutdown.
Vayne.io is the fastest-growing LinkedIn scraping platform in 2026 and the top pick for B2B sales teams that need high daily volume without risking their account. It runs entirely in the cloud — no browser extension, no DOM manipulation — so LinkedIn never sees unusual browser activity from your session. It safely handles up to 15,000 profiles per day, includes native email enrichment, and detects duplicate profiles so your lists stay clean.
Pros:
Cons:
From $29 / mo (10K profiles) · 200 free profiles / month, no credit card
Verdict: Vayne.io is the best choice for sales and growth teams that need to process large LinkedIn prospect lists every day without risking their account. The native email enrichment saves a separate tool subscription, and the cloud architecture keeps detection risk at the minimum possible level.
PhantomBuster is the veteran of LinkedIn automation and the strongest choice when you need to scrape AND run outreach in one workflow. Its "Phantoms" can be chained: scrape a profile list → auto-connect → send a personalized message → export to HubSpot. It runs from your LinkedIn session in the cloud, managing timing and delays automatically to reduce detection risk.
In testing, it scraped 50 profiles in 5 minutes versus 120 minutes manually — a 24× speed improvement. You can check out this informative blog to get a detailed PhantomBuster Review.
Pros:
Cons:
From $29 / mo (10K profiles) · 200 free profiles / month, no credit card
Verdict: PhantomBuster is the right choice when scraping is only part of what you need — the outreach automation is where it truly stands out. For pure data extraction at scale, use a no-login API. Use a secondary LinkedIn account if possible to protect your primary.
Apify is a fundamentally different product — a marketplace of 31,000+ serverless "Actors" rather than a single API. Multiple Actors target LinkedIn specifically: profiles, companies, jobs, and search results. For AI teams, Apify is the only LinkedIn scraping option with a native MCP server at mcp.apify.com, enabling direct integration with Claude, LangChain, LlamaIndex, n8n, and Zapier.
Its open-source Crawlee SDK lets you build locally and deploy to cloud.The permanent free tier never expires. If you’re somehow interested, you can visit this blog to get a detailed review of Apify.
Pros:
Cons:
From $49 / mo + per-result Actor costs · Free: $5 / mo credit, no card needed
Verdict: Apify is the definitive choice for developers and AI teams. If you're building AI agents, RAG pipelines, or custom LinkedIn data products, it's unmatched in 2026. For straightforward B2B prospecting, a simpler dedicated scraping API will be faster and cheaper.
Evaboot is purpose-built for one job: exporting clean, verified lead data from LinkedIn Sales Navigator. A Chrome extension adds an export button directly inside Sales Navigator — one click produces a CSV with names, titles, companies, and verified emails. What sets it apart is automated data cleaning:
Sales Navigator searches frequently include profiles that don't match your filters, and Evaboot detects and removes them automatically, giving you far more accurate prospect lists without manual review.
Pros:
Cons:
From $29 / mo for 500 leads · 7-day free trial
Verdict: If you're already paying for LinkedIn Sales Navigator and want the cleanest, simplest way to export leads into a spreadsheet or CRM, Evaboot is the best tool for the job. For teams without Sales Navigator, choose a different tool from this list.
Captain Data is PhantomBuster's more polished, more powerful enterprise cousin. It connects LinkedIn scraping with email enrichment, HubSpot / Salesforce CRM updates, and outbound sequencing in a single visual workflow builder. The platform excels at complex, multi-step automation:
scrape a Sales Navigator list → enrich emails → push to CRM → trigger an outreach sequence. Cloud-based execution with a clean UI makes it the top choice for operations teams managing large-scale prospecting pipelines.
Pros:
Cons:
From $399 / mo · 7-day free trial available
Verdict: Captain Data is the right choice for enterprise ops teams that need LinkedIn scraping connected to CRM updates and outbound sequencing in one reliable platform. The price tag is steep — for small teams, PhantomBuster or Vayne.io deliver 80% of the value at a fraction of the cost.
Scrapingdog is the most affordable dedicated LinkedIn scraper API in 2026 and the closest structural replacement for Proxycurl. It operates as a pure API — no LinkedIn login, zero ban risk — with dedicated endpoints for LinkedIn profiles and companies that return clean structured JSON.
At $40 / month for 200,000 credits and a $0.47 per 1,000 profile average cost, it delivers the lowest per-profile price of any dedicated LinkedIn API. Response times of ~1.8 seconds per profile in testing are fast for the price point.
Pros:
Cons:
From $40 / mo (200K credits) · 200 free credits to test
Verdict: Scrapingdog is the smart pick for small teams and developers who need affordable, compliant LinkedIn profile data without complexity. At $40 / month with zero login requirement, it's the most cost-efficient way to collect LinkedIn data in 2026 — especially for Proxycurl migrants.
Skrapp focuses on one thing: finding verified email addresses from LinkedIn profiles at scale. The Chrome extension lets you scrape profiles individually or in bulk from LinkedIn search results, simultaneously cross-referencing multiple data sources to verify email addresses.
It claims 90%+ accuracy and can process 2,500+ profiles per operation. Its separate database of 200M+ prospects also allows domain-based email finding even without visiting LinkedIn. Best for sales teams whose primary goal is building verified email lists.
Pros:
Cons:
From $29 / mo (1,000 emails) · 100 free emails / month permanently
Verdict: Skrapp is the right pick for sales teams whose primary need is building verified email lists from LinkedIn at low cost. For teams that need full profile data (experience, education, skills) alongside emails, pair Skrapp with a dedicated profile scraping API.
LinkedHelper runs as a standalone desktop application — not a Chrome extension — creating its own browser instance to interact with LinkedIn. This gives it more control over execution speed and detection patterns compared to extension-based tools.
It combines profile scraping with connection requests, messaging sequences, and a built-in CRM for managing scraped leads — all in one $15 / month tool. Mac support is limited; it's primarily designed for Windows.
Pros:
Cons:
From $15 / mo Standard · $45 / mo Pro · 14-day free trial
Verdict: LinkedHelper is the best pick for individual users who want scraping plus outreach automation at the absolute lowest price. For teams that need cloud execution or want to keep their machine free, PhantomBuster or Vayne.io are better suited despite the higher price.
Dux-Soup is one of the oldest active LinkedIn automation tools, launched in 2016 with a large, loyal user base. It runs as a Chrome extension combining profile scraping with auto-visits, connection requests, and follow-up message sequences. At $14.99 / mo for the Pro plan, it's the cheapest tool in this list that includes both scraping and basic outreach. The trade-off:
browser-based execution means your computer must stay on and detection risk is higher than cloud-based alternatives.
Pros:
Cons:
From $14.99 / mo Pro · $55 / mo Turbo · no permanent free tier
Verdict: Dux-Soup is the right choice for individual sales reps or recruiters who want the absolute lowest entry cost and don't need to scrape more than 50–100 profiles per day. For anything beyond that volume, the account risk and browser dependency make it an unreliable choice.
Dripify combines LinkedIn automation with data extraction inside outbound drip campaigns. It pulls prospects from LinkedIn searches or Sales Navigator lists and keeps them inside campaign workflows — scrape a list, auto-connect, wait, then send a personalized message sequence, all in one platform.
Its local IP address feature provides a region-matched IP and its human behavior simulation adds random delays, making it one of the safer account-based tools despite operating from your LinkedIn session.
Pros:
Cons:
From $39 / mo · 7-day free trial available
Verdict: Dripify is the best choice when you want to scrape prospects and immediately run a structured drip campaign without switching between tools. For pure data collection, a dedicated API is more reliable. For sales teams who live in LinkedIn outreach, Dripify keeps the workflow in one place.
Nimbleway is an AI-native scraping platform built for enterprise teams that need real-time LinkedIn data at scale. Its AI fingerprint technology mimics real browser behavior at the infrastructure level — not just adding random delays, but generating browser fingerprints indistinguishable from real users.
Response times of 150–300ms per profile in optimal conditions are the fastest of any tool in this list. Automated parsing returns structured data without writing selectors. Best for teams processing 10,000+ profiles per month who need speed alongside compliance.
Pros:
Cons:
From $150 / mo + $3 / CPM · 7-day free trial available
Verdict: Nimbleway is the right choice for enterprise teams that process tens of thousands of LinkedIn profiles per month and need the absolute fastest real-time API available. The $150 / mo minimum and $3 / CPM pricing makes it inaccessible for small teams — Bright Data or Scrapingdog deliver better value below enterprise volume.
Wrapping Up
Hopefully, you now have a pretty good idea of the best LinkedIn Profile Scrapers in 2026. If you want to scrape LinkedIn profiles for recruiting, marketing, or research, these five tools can help you. PhantomBuster is easy to use for beginners.
Bright Data and Nimbleway are strong options for bigger tasks. You can choose the tool based on what you need, whether it’s a quick job or collecting lots of data. Always remember to follow LinkedIn’s rules when using these tools.
You can visit this informative blog to learn about the 6 Best LinkedIn Scraper APIs in 2026.
Frequently Asked Questions
Always scrape only public data, follow GDPR rules for EU residents, and consult legal counsel for commercial-scale operations.
Proxycurl shut down in July 2025 following LinkedIn litigation after reaching $10M ARR. The closest compliant replacements are Bright Data (same structured API output, better scale, no-login architecture) and Scrapingdog (similar per-credit pricing, similar endpoint design).
Yes — by using a tool that doesn't require your LinkedIn login. Bright Data, Scrapingdog, and Apify (no-cookie Actors) collect public profile data through proxy infrastructure that never touches your account. Tools that act from your LinkedIn session (PhantomBuster, Dux-Soup, Dripify) carry medium ban risk and require volume limits and delays.
The best permanent free tiers in 2026: Vayne.io (200 profiles/month, no card), Bright Data (5,000 records/month, no card), Apify ($5/mo credit, never expires), Skrapp (100 emails/month). PhantomBuster, Evaboot, and Scrapingdog offer time-limited trials rather than permanent tiers.
Budget: Dux-Soup ($14.99/mo), LinkedHelper ($15/mo), Dripify ($39/mo), Scrapingdog ($40/mo), Evaboot ($29/mo). Mid-range: Vayne.io ($29/mo), PhantomBuster ($69/mo), Apify ($49/mo). Enterprise: Nimbleway ($150/mo+), Bright Data ($1.50/1K records), Captain Data ($399/mo). Per-profile cost ranges from $0.47 (Scrapingdog) to $10 (Apify Actor at scale).
From public LinkedIn profiles: full name, headline, location, about section, work experience (company, title, dates, description), education history, skills and endorsements, LinkedIn URL, connection count (public). Email addresses require a dedicated enrichment layer (Vayne.io, Bright Data, Skrapp, Evaboot) as LinkedIn doesn't expose them publicly.
For passive sourcing at scale without account risk: Bright Data or Vayne.io. For building candidate shortlists from Sales Navigator: Evaboot. For sourcing + outreach in one tool (find candidate → connect → InMail sequence): PhantomBuster or Captain Data
Bright Data and Scrapingdog are the only tools in this list that work completely without a LinkedIn account. They collect public data through proxy infrastructure. All other tools require at least a basic LinkedIn account to authenticate or browse.
