---
title: "Best LinkedIn Scrapers (2026): 15 Tools Compared"
description: "LinkedIn and Sales Navigator scrapers compared: what OneGTM uses, plus Evaboot, Wiza, Kaspr, PhantomBuster, Apify and more, with pricing and account safety."
url: https://getaob.com/linkedin-scrapers
---

# 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](https://getaob.com/linkedin-data-apis).

By [Garrett Wolfe](https://garrettawolfe.com), founder of OneGTM (Clay Artisan Solutions Partner) and former GTM engineer at Unify. Updated October 15, 2026.

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](https://www.heyreach.io/?via=garrett&utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://deepline.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://evaboot.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://wiza.co/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.kaspr.io/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://skrapp.io/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://lix-it.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://scrupp.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://phantombuster.com/?deal=garrett77&utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.clay.com/?via=a92aa4&utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://apify.com/?fpr=onegtm&utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.captaindata.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.linkedhelper.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.waalaxy.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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](https://www.dux-soup.com/?utm_source=onegtm&utm_medium=referral&utm_campaign=linkedin-scrapers)

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

| Tool | Best for | Starting price |
| --- | --- | --- |
| HeyReach (OneGTM uses) | Turning Sales Navigator searches into LinkedIn campaigns | Growth $79 per sender per month |
| Deepline (OneGTM uses) | Building lists in code without account risk | Pay as you go, $0.10 per credit |
| Evaboot | Clean Sales Navigator exports with emails | Starter $29/month |
| Wiza | Exports with emails and phones in one step | Free; Starter $49/month |
| Kaspr | European phone numbers from LinkedIn | Free; Starter $49/user/month |
| Skrapp | Low-cost email finding from LinkedIn lists | Free; Professional $29/month annually |
| Lix | Large search exports on a budget | Free; Leads from $39/month |
| Scrupp | Pay-per-lead exports without seat pricing | $29/month for 1,000 credits |
| PhantomBuster (OneGTM uses) | Scheduled scraping jobs across many LinkedIn sources | Start $69/month |
| Clay | Building and enriching lists without code | Free; Launch $167/month |
| Apify (OneGTM uses) | Cookie-free LinkedIn search scraping | Free; Starter $19/month |
| Captain Data (OneGTM uses) | Developers and AI agents pulling LinkedIn lists | Silver €600/month for 20,000 credits |
| Linked Helper | Deep profile scraping on a small budget | From $15/month |
| Waalaxy | Solo founders who want import and outreach in one tool | Pro €19/user/month |
| Dux-Soup | Profile 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](https://getaob.com/email-finder-tools), 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](https://getaob.com/data-enrichment-tools) 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](https://getaob.com/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.

Want Sales Navigator lists turning into meetings without risking your account?

## Related

- [Best LinkedIn data APIs](https://getaob.com/linkedin-data-apis): Profile and company data providers compared, with what OneGTM uses and what each costs.
- [Best LinkedIn automation tools](https://getaob.com/linkedin-automation-tools): LinkedIn outreach tools compared, with what OneGTM uses and how to keep accounts safe.
- [Best email finder tools](https://getaob.com/email-finder-tools): Work email finders compared, with the waterfall OneGTM runs and what each tool costs.
- [Best B2B prospecting tools](https://getaob.com/b2b-prospecting-tools): Prospecting tools for lists, signals, and outreach, with the ones OneGTM uses first.
- [Best data enrichment tools](https://getaob.com/data-enrichment-tools): The enrichment stack OneGTM runs, plus the main alternatives and what each costs.

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