GTM tools · LinkedIn scraping

The best LinkedIn scraping tools

LinkedIn and Sales Navigator scraping tools turn a saved search into a clean, exportable list of contacts with verified emails and phones. We grouped the eight best by job: one-click Sales Nav scrapers and finders, multi-source no-code automation, and developer scraping platforms.

By Kshitij Maheshwari, co-founder Updated October 2026

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The short answer

Pick by what you are trying to do

There is no single best tool, only the best for a job. Here is where to start in six common situations, with the full reasoning further down.

Best for Sales Navigator exports

Evaboot

One click turns a Sales Nav search into a clean, deduplicated list with verified emails.

Best all-rounder

Wiza

It exports from LinkedIn and Sales Nav and also works as a standalone email and phone finder.

Best for email accuracy

Findymail

Verified-only billing means you pay for deliverable emails, not guesses.

Best multi-source automation

PhantomBuster

Its prebuilt Phantoms scrape and enrich across LinkedIn and many other sources on a schedule.

Best on a budget

Bardeen

A browser extension with a $10 entry plan for light scraping and automation.

Best for developers

Apify

An actor marketplace and API let technical teams run custom scrapers at scale.

At a glance

All 8 tools at a glance

Starting prices are the lowest paid tier on each tool's own site, checked in October 2026. Grouped by type, not ranked.

Tool	Type	Best for	Starts at	Free option	Source
Evaboot	Sales Nav scraper	Clean Sales Nav exports	$29/mo	None published	Sales Navigator
Wiza	Sales Nav export + finder	Exports plus a finder	$49/mo	Free plan	Sales Navigator + LinkedIn
Lix	Sales Nav export + API	Lean exports plus an API	Free tier	Free Starter tier	Sales Navigator + LinkedIn
Findymail	Email finder	Verified-only email billing	$49/mo	10 free credits	LinkedIn + Sales Navigator
PhantomBuster	No-code automation	Multi-source automation	$56/mo (annual)	14-day trial	LinkedIn + many sources
TexAu	No-code automation	Credit-based recipe automation	$79/mo (annual)	14-day trial	LinkedIn + many sources
Bardeen	No-code automation	Solo, browser-based scraping	$10/mo	100 free credits	LinkedIn + web
Apify	Developer scraping platform	Programmable scraping at scale	$19/mo	Free plan	LinkedIn + any site

Prices move. Treat this as an October 2026 snapshot and check the live page before you buy.

How we picked

A practitioner read, not a reposted directory

This list covers tools a lean, early-stage team would actually run, with every price checked on the tool's own site in October 2026. We left out Proxycurl (shut down in July 2025 after LinkedIn's lawsuit) and Captain Data (now API-only, out of the lean tier), and skipped near-duplicate email finders once Wiza and Findymail covered that job.

We run outbound on several of these tools every week, so the read on each one comes from using it, not from a spec sheet.

What this list is, and is not

→ Pricing verified on each tool's own site, October 2026
→ Ratings are live G2, Capterra, or Trustpilot scores, linked and checked June 2026
→ No affiliate links and no paid placements
→ Built for lean, early-stage teams, not enterprise buyers
→ Honest about where each tool is the wrong call

The real split

Three jobs, three kinds of tool

Scraping tools fall into three buckets by how hands-on they are. Pick the bucket that matches your job first, then the tool inside it.

One-click Sales Navigator scrapers and finders

Evaboot, Wiza, Lix, Findymail

These take a Sales Navigator or LinkedIn search and hand you a clean list with verified emails and phones in a few clicks.

Use it when your lists come straight out of Sales Navigator and you want clean output fast.

Multi-source no-code automation

PhantomBuster, TexAu, Bardeen

These scrape LinkedIn and dozens of other sources through prebuilt recipes you chain together without writing code.

Use it when scraping is one step in a larger workflow you want to run on a schedule.

Developer scraping platforms

Apify

This is the build-it-yourself tier, where you run and schedule scrapers at scale through an actor marketplace and API.

Use it when you have engineers and need programmable scraping at scale.

The 8 tools

Grouped by the job they do best

These are grouped by the job they are best at, not ranked one to eight. Read the group that matches your situation.

Group 1

One-click Sales Navigator scrapers and finders

These take a Sales Navigator or LinkedIn search and hand you a clean list with verified emails and phones in a few clicks.

01

Evaboot

4.6 G2 80+ Sales Nav scraper

The go-to when Sales Navigator is your main list source and you want clean, deduplicated output in one click.

Best for

Teams that live in Sales Navigator and want clean, deduplicated lists with verified emails in one click.

Pricing (Oct 2026)

Three credit plans run $29 a month for 400 credits, $49 for 1,000, and $99 for 3,000, then Custom above that, with no free trial listed on the pricing page.

Where it shines

It cleans and deduplicates the export automatically, stripping the junk titles and emojis that Sales Nav exports usually carry.

Skip it if

You do not have a LinkedIn Sales Navigator subscription, which it requires and which adds $119.99 a month on top, or $89.99 billed annually.

Bottom line

The go-to when Sales Navigator is your main list source and you want clean output without fiddling with settings. See how it compares to Lix.

Visit Evaboot

02

Wiza

4.5 G2 1,100+ Sales Nav export + finder

A strong all-rounder that exports from Sales Nav and regular LinkedIn searches and doubles as an email and phone finder.

Best for

Sellers who want both Sales Nav exports and a standalone email and phone finder in one tool.

Pricing (Oct 2026)

Plans start at Starter $49, with Email at $99 and Email + Phone at $199 a month, plus a free plan that includes 20 valid emails.

Where it shines

It exports from Sales Nav and regular LinkedIn searches and doubles as a finder, with phone reveals and CRM integrations built in.

Skip it if

You only need occasional exports, since per-seat pricing and export caps add up fast for light or infrequent use.

Bottom line

A strong all-rounder when you want one tool for both LinkedIn exports and ongoing email and phone lookups. See how it compares to Findymail.

Visit Wiza

03

Lix

4.4 G2 10+ Sales Nav export + API

A low-cost export tool that also exposes a LinkedIn data API, so the same data serves both list pulls and code.

Best for

Researchers and builders who want lean LinkedIn exports plus a data API to pull profiles programmatically.

Pricing (Oct 2026)

A free Starter tier gives 50 credits and 1,000 exports a month, with paid Leads and Data Plus plans on top and API credits from $49.

Where it shines

It pairs a browser export tool with a LinkedIn data API, so the same data is available for both list pulls and code.

Skip it if

You want a polished, mainstream tool with heavy review volume, since Lix is smaller and less proven than the bigger names here.

Bottom line

Worth a look when you want a low-cost export tool that also exposes an API for research or light automation. See how it compares to Evaboot.

Visit Lix

04

Findymail

4.9 G2 50+ Email finder

Pick it when deliverability matters most: you only pay for emails it verifies, and it exports LinkedIn and Sales Nav searches.

Best for

Outbound teams who want verified-only billing and to export Sales Nav or Sales Nav lists into clean contacts.

Pricing (Oct 2026)

The Basic plan is $49 a month for 1,000 finder credits and Starter is $99 for 5,000, with verified-only billing, plus a custom Enterprise tier and 10 free credits to test.

Where it shines

You only pay for emails it verifies, and it exports LinkedIn and Sales Nav searches while keeping your list deliverable.

Skip it if

You need a cheap entry point, since the $49 floor is steep for low-volume users next to pay-as-you-go finders.

Bottom line

Pick it when email deliverability matters most and you would rather pay only for results that pass verification. See how it compares to Prospeo.

Visit Findymail

Not sure which of these fits your stage? We audit list-building setups and build the full outbound motion for early-stage teams.

Book a Fit Check

Group 2

Multi-source no-code automation

These scrape LinkedIn and dozens of other sources through prebuilt recipes you chain together without writing code.

05

PhantomBuster

4.4 G2 130+ No-code automation

The default when scraping is one piece of a larger multi-source automation you want to run on a schedule.

Best for

Operators who want to scrape and automate across LinkedIn plus many other sites without writing code.

Pricing (Oct 2026)

Plans run Start $56, Grow $128, and Scale $352 a month billed annually, scaling execution hours and slots, with a 14-day free trial.

Where it shines

Its library of prebuilt Phantoms covers far more than LinkedIn, so you can chain scraping and enrichment into one flow.

Skip it if

You only need clean Sales Nav exports, since the execution-hour model and setup are overkill for that single job.

Bottom line

The default when scraping is one piece of a larger multi-source automation you want to run on a schedule. See how it compares to TexAu.

Visit PhantomBuster

06

TexAu

4.3 G2 50+ No-code automation

A solid PhantomBuster alternative when you want recipe-driven automation billed on the leads you actually enrich.

Best for

Growth teams who want recipe-based automation across LinkedIn and other platforms on a pay-on-match credit model.

Pricing (Oct 2026)

Plans are Solo $79, Starter $199, and Teams $549 a month billed yearly ($99, $249, and $649 month to month) on a credit model, with a 14-day free trial but no free tier.

Where it shines

It ships ready-made recipes you can chain into workflows, covering LinkedIn alongside dozens of other data sources.

Skip it if

You want the largest community and template library, where PhantomBuster is more mature and better documented.

Bottom line

A solid PhantomBuster alternative when you want recipe-driven automation billed on the leads you actually enrich. See how it compares to PhantomBuster.

Visit TexAu

07

Bardeen

4.8 G2 30+ No-code automation

A low-cost pick for solo users who want browser-driven scraping tied into personal automations.

Best for

Individuals who want a browser-based scraper and automation tool that triggers from their own workflows.

Pricing (Oct 2026)

Plans are Basic $10 a month for 100 credits and Premium $50 a month for 1,000 credits; there is no free plan, only a standing allowance of 100 free credits a month.

Where it shines

It runs as a browser extension that scrapes pages and fires automations on triggers, at the lowest entry price on this list.

Skip it if

You need a vendor actively maintaining the product, since its G2 profile has gone quiet and credit costs draw complaints.

Bottom line

A low-cost pick for solo users who want browser-driven scraping tied into personal automations.

Visit Bardeen

Group 3

Developer scraping platforms

This is the build-it-yourself tier, where you run and schedule scrapers at scale through an actor marketplace and API.

08

Apify

4.7 G2 400+ Developer scraping platform

The right call when you need programmable, large-scale scraping and have the engineering to drive it.

Best for

Developers and technical teams who want to run, schedule, and scale custom scrapers through an API.

Pricing (Oct 2026)

Usage-based plans are Starter $19, Scale $199, and Business $999 a month in platform credits ($17, $179, and $899 billed annually), plus a free plan with $5 of monthly usage.

Where it shines

Its actor marketplace and API let you run prebuilt or custom scrapers for almost any site, scheduled and at scale.

Skip it if

You are not technical, since the platform assumes you can pick actors, manage runs, and handle output yourself.

Bottom line

The right call when you need programmable, large-scale scraping and have the engineering to drive it.

Visit Apify

How to choose

What should you pick?

Find your situation below and start with the tool next to it. It is a sensible starting point, not the only right answer.

You build lists mostly from Sales Navigator

Use Evaboot for clean one-click exports, or Wiza if you also want a built-in finder.

Email deliverability is your top concern

Choose Findymail so you only pay for emails that pass verification.

You want one tool for exports and ongoing lookups

Wiza covers Sales Nav exports plus standalone email and phone finding.

Scraping is one step in a larger automated workflow

PhantomBuster or TexAu chain scraping and enrichment across many sources without code.

You are watching cost and run light volume

Lix has a free Starter tier and Bardeen starts at $10 a month, so both are cheap to test.

You have engineers and need scale

Apify gives you programmable scrapers and scheduling through an API.

Putting it together

How to build your stack

It depends on your list size and channels. Three common steps, and the tool matters less than the list and the timing.

1

Source

Start in Sales Navigator or LinkedIn and pull the list with Evaboot, Wiza, or Lix. See which Sales Navigator filters are worth trusting.

2

Enrich and verify

Run the list through Findymail or your finder so emails are verified before they hit a sequence.

3

Automate the repeat

Once a list works, rebuild it on a schedule with PhantomBuster, TexAu, or Apify.

Want a second pair of hands? We audit setups and run the whole motion for early-stage teams.

Book a Fit Check

FAQ

Questions people ask

Is scraping LinkedIn or Sales Navigator allowed?

LinkedIn's terms prohibit automated scraping, and enforcement is real in 2026. Proxycurl shut down in July 2025 after LinkedIn sued it, so account-safety and terms-of-service risk are genuine. Cloud tools that scrape through your logged-in account carry the most exposure, so use conservative limits and treat any single LinkedIn account as expendable.

How much do LinkedIn scraping tools cost?

Entry prices range from free tiers and $10 a month up to $99 a month, billed monthly, for multi-source automation like TexAu. Most tools bill on credits or execution time, so your real cost depends on volume. Remember that one-click Sales Nav scrapers like Evaboot also need a paid Sales Navigator subscription on top, which adds $119.99 a month, or $89.99 billed annually.

What is the difference between a scraper and an email finder?

A scraper pulls the profile and company data from a LinkedIn or Sales Nav search into a list. A finder takes those profiles and returns verified work emails and phone numbers. Tools like Wiza and Findymail do both, while PhantomBuster and Apify focus on the scraping and pass enrichment to other steps.

Will scraping get my LinkedIn account banned?

It can, especially with high daily volume or cloud tools that automate your logged-in session. LinkedIn watches for patterns that look non-human and may restrict or ban accounts. Keep volumes low, prefer tools that export rather than auto-act, and never run scraping from an account you cannot afford to lose.

Do I need Sales Navigator to use these tools?

Some of them, yes. Evaboot requires an active Sales Navigator subscription to read your searches, and Wiza and Lix work best with one. Browser and developer tools like Bardeen and Apify can scrape public LinkedIn pages without it, though Sales Nav gives you far better filtering for list-building.

How is this different from LinkedIn automation tools?

This guide is about scraping and exporting clean lists, not sending outreach. LinkedIn automation tools send connection requests and messages, which carries separate and often higher account risk. Use a scraper to build the list, then move the contacts into a dedicated outreach tool rather than acting on LinkedIn directly.

About the author

Kshitij Maheshwari

Co-founder of Real Good GTM. He has been the first business hire and Chief of Staff at seed-stage B2B startups, building outbound pipeline before any playbook existed. This guide comes from running these tools to build live lists, not from a spec sheet.

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