Best LinkedIn Scraping Tools (2026): 11 Tools Ranked & Compared
The best LinkedIn scraping tools in 2026, ranked with honest pros, cons, and pricing, plus where the data actually turns into pipeline.
The best LinkedIn scraping tools in 2026 are PhantomBuster, Evaboot, Wiza, Apollo, Bright Data, Captain Data, Apify, Linked Helper, Skrapp, CoreSignal, and Dux-Soup. Each extracts LinkedIn data into a list. But a list is only the starting point. Klovis sits at the top of this roundup for a different reason: it is where that data goes to work, turning extracted contacts into multi-channel outreach, a unified inbox, a self-updating CRM, and booked meetings.
1. Klovis: turn scraped LinkedIn data into booked meetings
Klovis is a multi-channel outreach CRM. Once you have extracted a LinkedIn list with any of the tools below, Klovis is where that list becomes sequenced outreach across LinkedIn, email (Gmail, Outlook, or IMAP), WhatsApp, Instagram DM, and Telegram from your team's own connected accounts. Every reply lands in one unified inbox, and a self-updating CRM keeps people, companies, and deals current. Workflows are event-triggered.
See how Klovis stacks up in Klovis vs Lemlist and Klovis vs Instantly, or browse the comparisons hub.
💡 Klovis Pro Tip: Scrape narrow, then sequence wide. A tight list of 200 well-targeted profiles run through a three-channel Klovis campaign almost always beats 5,000 thin rows blasted on a single channel.
2. PhantomBuster: the flexible all-purpose extractor
PhantomBuster is a cloud automation platform built around Phantoms, individual scrapers you chain into workflows. Pricing starts around $56 to $69 per month.
3. Evaboot: the cleanest Sales Navigator exporter
Evaboot cleans and exports LinkedIn Sales Navigator search results, starting around $9 per month but requiring a Sales Navigator seat (about $100/month).
4. Wiza, 5. Apollo, 6. Bright Data, and beyond
Wiza pulls verified emails from around $49 per month. Apollo offers a database plus a LinkedIn extension with a free tier. Bright Data sells pre-collected datasets at scale. Captain Data, Apify, Linked Helper, Skrapp, and CoreSignal round out the field.
How do these LinkedIn scraping tools compare?
| Capability | Klovis | Typical LinkedIn scraper |
|---|---|---|
| Primary job | Run multi-channel outreach and manage every reply, contact, and deal | Extract profile, company, or Sales Navigator data into a list |
| Channels | LinkedIn, email, WhatsApp, Instagram DM, Telegram | LinkedIn data only for most; a few enrich emails |
| Reply management | One unified inbox for every channel | Not included |
If you are weighing outreach platforms, the Lemlist alternatives roundup covers where multi-channel CRMs differ from email-first tools.
Frequently asked questions
Is Klovis a LinkedIn scraping tool?
No. Klovis is a multi-channel outreach CRM, not a scraper. It is where the data you extract with tools like Evaboot, Wiza, or Apollo becomes sequenced campaigns, replies in a unified inbox, and deals in a self-updating CRM.
What is the cheapest LinkedIn scraping tool?
Evaboot starts around $9 per month (though it needs a Sales Navigator seat) and Linked Helper around $15 per month. Apollo offers a genuine free tier at $0.
Can I run outreach across more than LinkedIn?
Yes. Klovis runs multi-step campaigns across LinkedIn, email, WhatsApp, Instagram DM, and Telegram from your team's own connected accounts, with every reply collected in one inbox.