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Best LinkedIn scrapers (2026): exporting Sales Navigator lists without losing your account

A LinkedIn scraper turns a LinkedIn or Sales Navigator search into a list you can use: names, titles, companies, profile URLs, and usually an email from a lookup on top. It is still the fastest way to get from a well-filtered Sales Navigator search to a campaign.

Most of these tools run on your own LinkedIn account, so the bigger cost is the risk to that account. Below is how OneGTM gets Sales Navigator lists into campaigns, then the exporters and automation tools worth knowing, with what each costs. Some links are referral links that may earn us a credit, which never changes what you pay or who is listed. If you want profile data by URL instead of search exports, see LinkedIn data APIs.

By Garrett Wolfe, founder of OneGTM (Clay Artisan Solutions Partner) and former GTM engineer at Unify. Updated .

Key takeaways

  • Sales Navigator exporters like Evaboot and Wiza are the simplest option if you already pay for Sales Navigator.
  • Tools that run on your logged-in account can get it restricted. Keep volumes modest and use a dedicated account where you can.
  • Cookie-free scrapers and data APIs avoid account risk because they never touch your session.
  • An export is not a verified list. Find and verify emails before anything is sent.

What OneGTM uses

For LinkedIn campaigns we load Sales Navigator searches straight into HeyReach, so there is no CSV step. For email lists we build the list through Deepline's data providers instead of scraping, then enrich and verify.

HeyReach

OneGTM uses this

LinkedIn outreach tool that imports leads from a Sales Navigator search URL, a saved list, or a LinkedIn search, then runs campaigns across multiple sender accounts.

Best for: Turning Sales Navigator searches into LinkedIn campaigns

Pricing: Growth $79 per sender per month ($63 billed yearly); Agency $999/month for 25 senders; Unlimited $2,999/month.

Deepline

OneGTM uses this

One API, plus Claude Code skills, over many data providers, including people search and LinkedIn sources such as HarvestAPI and Apify. We use it to build and enrich lists in code without anyone's LinkedIn session.

Best for: Building lists in code without account risk

Pricing: Pay as you go at $0/month plus usage ($0.10 per credit), or Growth at $395/month plus usage with $200 of usage included.

Sales Navigator and LinkedIn list exporters

Chrome extensions and web apps that read a search you have already built and export it, usually with an email lookup included.

Evaboot

Exports Sales Navigator lead and account searches to CSV with verified emails, and cleans names and job titles. Needs your own Sales Navigator seat. No phone numbers.

Best for: Clean Sales Navigator exports with emails

Pricing: Starter $29/month for 400 credits; Growth $49/month for 1,000; Scale $99/month for 3,000. One credit per lead or account. Up to 2,500 leads per search.

Wiza

Chrome extension that exports LinkedIn and Sales Navigator searches to CSV or your CRM with emails and phone numbers.

Best for: Exports with emails and phones in one step

Pricing: Free plan with 20 valid emails and 5 phones; Starter $49/month for 100 emails; Email $99/month for 500 emails. Extra emails $0.15, phones $0.35.

Kaspr

LinkedIn Chrome extension for phone numbers and emails, with list export from LinkedIn, Sales Navigator (Starter and up), and Recruiter Lite (Business and up).

Best for: European phone numbers from LinkedIn

Pricing: Free plan; Starter $49 per user per month; Business $79 per user per month; Organization custom, annual only.

Skrapp

Email finder with a LinkedIn extension that saves and exports Sales Navigator lists. Invalid and unknown results do not use credits.

Best for: Low-cost email finding from LinkedIn lists

Pricing: Free plan with 50 credits; Professional $39/month or $29/month billed annually for 2,000 credits; Enterprise $349/month.

Lix

Browser extension that exports LinkedIn and Sales Navigator searches to CSV, with verified emails and a separate real-time API.

Best for: Large search exports on a budget

Pricing: Free Starter plan with 1,000 search-export profiles a month; Leads from $39/month; Data Plus with unlimited search exports from $109/month. 3 users on every plan.

Scrupp

Credit-based scraper for Sales Navigator, regular LinkedIn search, and Apollo, with optional email and phone enrichment. Charges for data, not seats.

Best for: Pay-per-lead exports without seat pricing

Pricing: $29/month for 1,000 credits up to $499/month for 100,000; 25% off yearly. One credit per lead, plus 1 per email and 2 per phone. 100 free credits.

Automation and scraping platforms

Broader tools that scrape search results, post engagers, group members, and more, often alongside outreach. More flexible, and more ways to get your account flagged if you push volume.

PhantomBuster

OneGTM uses this

Cloud automations (Phantoms) that extract LinkedIn and Sales Navigator searches, profiles, post engagers, and more, on a schedule using your session cookie.

Best for: Scheduled scraping jobs across many LinkedIn sources

Pricing: Start $69/month ($56/month billed annually); Grow $159/month; Scale $439/month.

Clay

OneGTM has used this

Workflow tables with built-in people and company search, LinkedIn profile enrichment through its providers, and waterfall email finding.

Best for: Building and enriching lists without code

Pricing: Free plan; Launch $167/month; Growth $446/month; Enterprise custom.

Apify

OneGTM uses this

Marketplace of scraping actors. HarvestAPI's LinkedIn Profile Search actor scrapes search results without cookies or a LinkedIn account.

Best for: Cookie-free LinkedIn search scraping

Pricing: Free plan with $5 of usage a month; Starter $19/month. The HarvestAPI search actor lists $0.10 per search page of up to 25 results, plus $0.004 per full profile.

Captain Data

OneGTM uses this

API and MCP server for Sales Navigator-style people and company search and LinkedIn URL enrichment, without running a browser on your account.

Best for: Developers and AI agents pulling LinkedIn lists

Pricing: Credit-based. The Silver tier is listed at €600/month for 20,000 credits; other tiers are not published.

Linked Helper

Desktop app that automates LinkedIn and scrapes full profiles, company pages, post engagers, group members, and Sales Navigator and Recruiter searches to CSV.

Best for: Deep profile scraping on a small budget

Pricing: Standard from $15 per license per month; longer terms and more licenses are discounted. Pro pricing is shown at checkout.

Waalaxy

LinkedIn and email outreach tool that imports prospects from LinkedIn, Sales Navigator, and Recruiter Lite searches and exports them to CSV or a CRM.

Best for: Solo founders who want import and outreach in one tool

Pricing: Pro €19, Advanced €49, Business €69 per user per month as listed; the price depends on billing period and country.

Dux-Soup

LinkedIn automation that visits profiles, sends sequences, and exports LinkedIn data to CSV or other software. Runs in your browser or in the cloud.

Best for: Profile visiting and export in one browser tool

Pricing: STACKED local $55/month ($41.25 billed annually); STACKED cloud $99/month ($74.17 billed annually), per seat.

Prices are from each vendor's site as of October 2026 and change often, so check before you buy. This is an opinionated list, not a paid ranking. Some links are referral links that may earn us a credit; that never changes what you pay or who makes the list.

LinkedIn scrapers compared

ToolBest forStarting price
HeyReach (OneGTM uses)Turning Sales Navigator searches into LinkedIn campaignsGrowth $79 per sender per month
Deepline (OneGTM uses)Building lists in code without account riskPay as you go, $0.10 per credit
EvabootClean Sales Navigator exports with emailsStarter $29/month
WizaExports with emails and phones in one stepFree; Starter $49/month
KasprEuropean phone numbers from LinkedInFree; Starter $49/user/month
SkrappLow-cost email finding from LinkedIn listsFree; Professional $29/month annually
LixLarge search exports on a budgetFree; Leads from $39/month
ScruppPay-per-lead exports without seat pricing$29/month for 1,000 credits
PhantomBuster (OneGTM uses)Scheduled scraping jobs across many LinkedIn sourcesStart $69/month
ClayBuilding and enriching lists without codeFree; Launch $167/month
Apify (OneGTM uses)Cookie-free LinkedIn search scrapingFree; Starter $19/month
Captain Data (OneGTM uses)Developers and AI agents pulling LinkedIn listsSilver €600/month for 20,000 credits
Linked HelperDeep profile scraping on a small budgetFrom $15/month
WaalaxySolo founders who want import and outreach in one toolPro €19/user/month
Dux-SoupProfile visiting and export in one browser tool$55/month per seat

Starting prices as published by each vendor in October 2026.

Keeping your LinkedIn account safe

LinkedIn's User Agreement prohibits scraping and automation, and LinkedIn detects unusual activity on accounts. The usual result is a temporary restriction and an identity check. Repeat offenders can lose the account. Tools that run inside your logged-in session, through an extension or your session cookie, put that account at risk. Cookie-free scrapers and data APIs do not touch your account at all.

None of this is guaranteed safe. These habits lower the risk:

  • Use an account you can afford to lose for heavy scraping, not the founder's main profile.
  • Keep daily volume modest and spread it out. Follow each tool's built-in limits instead of raising them.
  • Avoid running two automation tools on the same account at once.
  • Prefer exporters that read a search page you already opened over bots that click through hundreds of profiles.
  • If LinkedIn shows a warning or restricts the account, stop all automation for a few days.

From export to campaign

A Sales Navigator export gives you people, not deliverable emails. Before a list goes into a sequence, run it through an email finder, verify every address, and drop anyone your CRM already owns. Bounces from an unverified export hurt your sending domains, which is a more expensive problem than a slow list build. Our data enrichment guide covers the waterfall we use.

How to choose

  • Already paying for Sales Navigator and want emails: Evaboot or Wiza.
  • Need phones, especially in Europe: Kaspr.
  • Want the list in a LinkedIn campaign, not a CSV: import the search into HeyReach.
  • Scraping post engagers or groups on a schedule: PhantomBuster or Linked Helper.
  • Building lists in code or with an AI agent: Deepline, Apify, or Captain Data.

When to get help

Scraping a list is the quick part. The work is choosing the right search, enriching and verifying it, keeping sender accounts healthy, and turning it into a campaign people answer.

OneGTM builds the list, the enrichment, and the LinkedIn and email campaigns on top, using accounts and data you own. See our outbound agency work.

  • A LinkedIn account got restricted and you need a safer setup.
  • You want Sales Navigator searches feeding campaigns automatically.
  • Your exports bounce or overlap with accounts already in your CRM.

Book a list-building review

LinkedIn scrapers FAQ

What is the best LinkedIn scraper?
For exporting Sales Navigator searches with emails, Evaboot and Wiza are the simplest options. For scraping on a schedule across many LinkedIn sources, PhantomBuster or Linked Helper. For building lists without your own account, a cookie-free scraper or data API such as HarvestAPI on Apify. OneGTM imports Sales Navigator searches straight into HeyReach and builds email lists through Deepline.
Can LinkedIn ban you for scraping?
Yes. LinkedIn's terms prohibit scraping and automation, and it restricts accounts that show unusual activity. Restrictions are often temporary, but repeated ones can lead to a permanent ban. Tools that do not use your account avoid this risk.
How do I export leads from Sales Navigator?
Sales Navigator has no CSV export of its own. Build and save your search, then use an exporter such as Evaboot, Wiza, Kaspr, Skrapp, or Lix, which reads the results and exports them with emails. If the list is for LinkedIn outreach, tools like HeyReach import the search URL directly.
Do I need Sales Navigator to scrape LinkedIn?
Not always. Evaboot and some other exporters require a Sales Navigator seat. Scrupp, Lix, and several Apify actors work with regular LinkedIn search, and data APIs need no LinkedIn account at all. Sales Navigator still has the best filters for building a precise list.
How many leads can I export from Sales Navigator?
Sales Navigator shows at most 2,500 results per search, so most exporters cap a single search there. Split larger audiences into several narrower searches, for example by region or company size.
Is scraping LinkedIn legal?
Courts have treated scraping public pages differently from breaking a site's terms. In hiQ v. LinkedIn, the court held LinkedIn's anti-scraping terms enforceable as a contract, and the case ended with an injunction against hiQ. Scraping with your own logged-in account breaks LinkedIn's User Agreement. This is not legal advice.

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