A LinkedIn scraper turns profiles, search results and Sales Navigator lists into a structured CSV — names, titles, companies, profile URLs, and, with enrichment, verified emails and phone numbers. But the tools vary wildly on data quality, account safety and price, and the wrong choice can get your LinkedIn restricted. We tested and compared the 12 that matter in 2026 on five things: data quality, email & phone enrichment, export and integrations, account-safety profile, and real cost per lead.
Our top pick for most sales teams is Scrupp — a LinkedIn Sales Navigator scraper that exports up to 2,500 leads per search to CSV with verified emails and direct phones, and gives you a free first export. Below is the full ranked breakdown, plus an honest section on whether scraping LinkedIn is even legal in 2026.
How we ranked these LinkedIn scrapers
Not every tool is trying to do the same job. Some are one-click Sales Navigator exporters, some are full automation suites, some are developer APIs. We scored each on:
- Data quality — how clean, complete and deduplicated the export is.
- Email & phone enrichment — LinkedIn hides emails; a good scraper finds and verifies them.
- Export & integrations — CSV, Google Sheets, and direct CRM push.
- Account safety — does it use your real LinkedIn cookie, and at what speed?
- Real cost per lead — headline price vs. what you actually pay per usable contact.
The 12 best LinkedIn scrapers in 2026, compared
| Tool | Best for | Type | Emails + phones | From |
|---|---|---|---|---|
| Scrupp | Best overall value (Sales Nav + Apollo) | Chrome extension | Verified emails + phones | Free first export |
| Evaboot | Clean Sales Navigator exports | Chrome extension | Emails | $9/mo |
| PhantomBuster | Multi-step automation | Cloud | Add-on | $69/mo |
| Wiza | Verified emails from Sales Nav | Chrome extension | Emails + phones | $83/mo |
| Dux-Soup | Long-running automation + scraping | Chrome extension | Limited | $14.99/mo |
| Apify | Developers / no-cookie API | API | Bring your own | $30/mo |
| Captain Data | Mid-market ops workflows | Cloud no-code | Via connectors | ~$165/mo |
| Skrapp | Bulk email finding | Chrome + web | Emails | $30/mo |
| Lix | Solo prospectors (50–200/mo) | Chrome extension | Emails | Low volume |
| Bright Data | Enterprise scale / no login | API + proxies | Structured data | $500+/mo |
| lobstr.io | Safe high-volume cloud runs | Cloud | Emails + phones | Usage-based |
| Derrick | Google Sheets workflows | Sheets add-on | Enrichment | ~$0.01/lead |
1. Scrupp — best overall LinkedIn Sales Navigator scraper
Scrupp is a Chrome extension that extracts data from any LinkedIn or Sales Navigator search URL — profile URLs, titles, company data, verified emails and direct phone numbers — straight to CSV. It ranks first on value: your first export of up to 2,500 leads is free with no credit card, and after that you pay per exported lead rather than a flat subscription, so you never pay for empty rows. It also scrapes Apollo.io and falls back on a 200M+ contact database for enrichment.
Pros: emails and phones included (not a paid add-on), pay-per-lead pricing, 2,500 leads per search, runs at human browsing speed. Cons: it's a browser extension, so exports run from your browser rather than a fully cloud queue.
2. Evaboot — cleanest Sales Navigator exports
Evaboot is a well-known Sales Navigator scraper focused on automatic data cleaning and deduplication. Pricing runs from about $9/mo (100 credits) to $99/mo (5,000 credits), roughly $0.02–$0.09 per contact. Strong data quality; the free allowance is modest and email credits are metered separately.
3. PhantomBuster — automation power-user pick
PhantomBuster is an automation platform with 50+ LinkedIn "Phantoms" (scraping, auto-connect, message sequences). Plans start at $69/mo (20 hours of execution), $159/mo Pro, $439/mo Team. Powerful for multi-step workflows, but overkill and pricier if you only need a clean export, and email enrichment is a separate add-on.
4. Wiza — verified emails from Sales Navigator
Wiza pulls verified emails (and some phones) out of Sales Navigator searches with a solid Chrome extension. Entry plan is around $83/mo for 100 credits, scaling $50–$200/mo with enrichment included. Reliable emails; higher entry cost than extension rivals.
5. Dux-Soup — the veteran automation + scraping tool
Running since 2015 with 279,000+ users, Dux-Soup is a Chrome extension covering profile scraping plus drip campaigns (up to 12 steps) and human-like pacing. Pro Dux starts at $14.99/mo, Turbo Dux at $55/mo. Great for engagement automation; enrichment is limited compared with dedicated email finders.
6. Apify — developer-friendly, no-cookie API
Apify runs community "actors" for LinkedIn, with a no-cookie approach that's fast and lowers account risk. Pricing spans $30–$1,000/mo, roughly $10 per 1,000 profiles. Best if you're technical and want to pipe data into your own stack — but it can be inconsistent at scale and doesn't validate emails well.
7. Captain Data — mid-market ops workflows
Captain Data is a no-code cloud platform with 40+ LinkedIn actions (extract post likers, profile visits, content search) and strong connectors. Usage-based pricing starts around $165/mo for 2,500 credits. Ideal for ops teams running recurring enrichment jobs; more than a solo rep needs.
8. Skrapp — bulk email finding
Skrapp is built for email extraction, pulling up to 2,500 verified business emails per operation with a ~92% success rate. Pricing starts at $30/mo billed annually ($49 monthly) with a free 50-credit tier. A focused email finder rather than a full Sales Navigator exporter.
9. Lix — lightweight pick for solo prospectors
Lix is a Chrome extension popular with solo founders and consultants enriching roughly 50–200 leads a month. Simple and quick for low volume; fewer power features and less suited to team-scale work.
10. Bright Data — enterprise, no-login scraping
Bright Data offers an enterprise LinkedIn Scraper API that returns structured public data with no LinkedIn login, backed by residential proxies. Entry points sit in the $500–$5,000/mo range. Overkill for sales teams, but the reference option for very-high-volume, engineering-grade data pipelines.
11. lobstr.io — safe high-volume cloud runs
lobstr.io is a cloud scraping platform built for production lead generation — slower by design, but predictable and account-safe at volume, with email and phone enrichment. A good fit when reliability at scale matters more than instant one-click exports.
12. Derrick — LinkedIn scraping inside Google Sheets
Derrick lives in a Google Sheets sidebar with an open API and MCP endpoint, used by 31,000+ people. Cost per fully enriched lead drops to roughly $0.01 at scale. Excellent if your team already works in Sheets and wants enrichment without leaving the spreadsheet.
Is scraping LinkedIn legal (and safe) in 2026?
Short version: scraping public LinkedIn data is not a federal crime in the US after hiQ Labs v. LinkedIn — the Ninth Circuit held that accessing public pages doesn't violate the Computer Fraud and Abuse Act. But hiQ still lost on breach of contract: scraping violates LinkedIn's User Agreement, which is a civil matter, and personal data can trigger GDPR/CCPA.
The live 2026 warning isn't hiQ — it's enforcement. In 2025 LinkedIn sued Proxycurl (Nubela), whose LinkedIn data API then shut down entirely, and it has pushed data brokers to remove company pages. The pattern is clear: risk scales with automation level and commercial intent. Browser extensions that operate at human browsing speed sit at the low end of the risk spectrum; large-scale commercial APIs are what LinkedIn's legal team targets.
Practical guardrails: use public data only, keep volumes reasonable, never share your LinkedIn password with a third party, and consider a dedicated secondary account for heavier scraping. Tools that pace themselves like a human — most Chrome-extension scrapers, including Scrupp — carry less account risk than aggressive cloud automations.
How to choose the right LinkedIn scraper
- Most leads for the least money: Scrupp (free first export, pay-per-lead after).
- Emails and phones without add-ons: Scrupp, Wiza, lobstr.io.
- Clean Sales Navigator exports on a budget: Evaboot.
- Multi-step outreach automation: PhantomBuster, Dux-Soup.
- Developers / pipelines: Apify, Bright Data.
- Ops teams & recurring jobs: Captain Data, Derrick.
Can you export emails from LinkedIn or Sales Navigator?
Not natively — LinkedIn withholds emails from all exports. A scraper with enrichment uses the name, company and domain to find and verify the business email. Tools like Scrupp, Wiza and Skrapp specialize in this.
What is the cheapest LinkedIn scraper?
On a cost-per-lead basis, Scrupp is the best value because you get a free 2,500-lead export and then pay only per exported lead. Evaboot is the cheapest flat subscription at $9/mo, and Dux-Soup starts at $14.99/mo for automation plus scraping.
Will scraping get my LinkedIn account banned?
It can, if you automate aggressively. Risk correlates with speed and volume, not with the fact of scraping itself. Human-paced browser extensions are lower risk; scraping public data only and keeping volumes sane keeps you on the safe side.
Which LinkedIn scraper is best for Sales Navigator?
For Sales Navigator specifically, Scrupp, Evaboot and Wiza lead — all take a Sales Navigator search URL and return a clean CSV, with Scrupp and Wiza adding verified emails and phones. See our Sales Navigator scraper for a free 2,500-lead export.