LinkedIn Scraping: Which Tools Should You Choose Without Compromising Your Account?

All the “best LinkedIn scrapers” lists you’ll find online are pretty much the same. The vast majority of them are written by the publishers themselves and, more often than not (and understandably…), place their own author at the top of the list. They conclude that everything will be fine as long as you stay within the limits.

Let’s just say it right off the bat: this is becoming less and less true.

Since 2025, LinkedIn has been targeting Proxycurl, ultimately forcing it to shut down, as described in Proxycurl’s farewell message. The platform is now targeting publishers as well as their users.

So, which tool should you choose to extract leads from LinkedIn without putting your account at risk?

We’ve categorized the tools based on the one question that really matters: if things go wrong, who pays? You’ll also find a GDPR disclaimer ready to copy and a method for testing a tool on French user profiles.

Best tools for scraping LinkedIn leads: the short answer

To export a Sales Navigator search, Evaboot remains the simplest option. For large volumes, check out Lobstr.io and Vayne. To extract profiles without using your account, try Apify or Bright Data. To minimize risk as much as possible, target your audience in Sales Navigator and then enrich your data with a database like Pharow.

The table below specifies, for each tool, which one will bear the brunt if LinkedIn takes action.

Depending on your situation, the list of options quickly narrows down:

• If you use Sales Navigator and need to generate a few hundred leads each month: Evaboot, for its simplicity and the quality of its data.
• If you’re compiling lists of several thousand leads per week: Lobstr.io or Vayne—keeping in mind that your Sales Navigator account handles this volume.
• If you’re targeting event attendees or people who engage with a post: PhantomBuster.
• You have a technical team and don’t want to expose your accounts: Apify or Bright Data, after verifying the data’s source.
• If LinkedIn is your primary sales channel and you mainly target French small and medium-sized businesses: use Sales Navigator to identify prospects, then Pharow or Dropcontact to obtain contact information.

Are you looking to automate your invitations and messages instead? That’s a different topic, covered in our list of the top LinkedIn prospecting tools.

What does “LinkedIn scraper” actually mean?

Scraping LinkedIn involves automatically extracting information displayed on the platform (name, job title, company, profile URL) to use it elsewhere, most often in a spreadsheet or a CRM. In short, it’s web scraping applied to LinkedIn.

One point that comparison guides often overlook: LinkedIn rarely displays a prospect’s email address.

Each member chooses who can view their contact information—often limited to their connections. Tools that “find the email” therefore cross-reference the name and company with other sources.

Building a LinkedIn lead list is a two-step process:

• Extraction, which takes place on LinkedIn.
• Then email enrichment, which is done elsewhere.

In terms of sources, a scraper can retrieve:

• Search results from Sales Navigator, the most widely used source. Sales Navigator displays no more than 2,500 results per search—a limit confirmed by export tools such as Evaboot and Lobstr.io—and does not offer native CSV export.
• The standard LinkedIn search is quickly restricted on a free account as soon as LinkedIn suspects commercial use.
• Event attendees or reactions to a post: shorter lists, but ones that indicate genuine interest.
• A company’s employees, useful for mapping out a target account.
• Job listings, to find companies that are hiring in your field.

If you’re starting from scratch, our method for building a prospecting list is still a good place to start.

LinkedIn Scraping in 2026: What’s Changed on LinkedIn’s End

For years, LinkedIn scraping thrived in a gray area.

Those days are over.

HeyReach’s message is instructive in another way. Its CEO asserts that the removal has no impact on customers. He adds that LinkedIn has already done the same with other tools in the industry, including Evaboot and Lemlist. Most publishers will tell you that their architecture flies under the radar.

No one can guarantee it: In its complaint against ProAPIs, LinkedIn describes defenses that combine request limiters, IP address blocks, artificial intelligence models, and proprietary algorithms.

Is scraping LinkedIn legal in France? Terms of Service, GDPR, and CNIL

Scraping LinkedIn violates the platform’s terms of service, which puts your account at risk. Using this data to reach out to professionals is still possible, provided that the message relates to their profession and that they are informed and free to opt out. The details matter, because most of these rules apply to you, not to the scraper’s developer.

What LinkedIn’s Terms of Use Say

The LinkedIn Terms of Use explicitly prohibit the use of software, scripts, bots, or browser extensions to copy profiles and data. They also prohibit circumventing the service’s usage limits, such as the number of search results.

These rules are part of the terms of service. Violating them may result in your account being restricted or even closed. LinkedIn also relies on these rules to support its legal actions against data scrapers.

What the CNIL requires for B2B marketing

In B2B, prior consent is not required.

The CNIL’s guidance on electronic marketing acknowledges that marketing to professionals is based on legitimate interest, provided that the message is relevant to their profession. The example chosen by the CNIL speaks for itself, as it involves presenting software to a company’s IT director.

The following two requirements apply:

• The individual must be informed about the use of their contact information.
• And they must be able to easily opt out each time a message is sent.

The CNIL’s sanction against Kaspr shows just how far the regulator is willing to go. In December 2024, the extension’s developer was fined 240,000 euros, in part for collecting the contact information of LinkedIn members who had restricted the visibility of their profiles. The decision also criticizes the company for maintaining data for a disproportionately long period and for providing information to individuals too late, in English.

When prospective customers asked where their contact information came from, Kaspr simply referred to “publicly available sources.” That wasn’t enough for the CNIL.

Visible data is not open data, and when you’re prospecting, you are the data controller.

Telemarketing: what changes since August 11, 2026

Since August 11, 2026, contacting a consumer by telephone requires their prior consent, valid for a maximum of one year. The Bloctel service has been discontinued. The DGCCRF’s fact sheet on telephone marketing mentions fines of up to €375,000 for a legal entity.

The reform is aimed at consumers. It is still possible to call a professional to discuss their work, provided that the GDPR and the individual’s right to object are respected. Be cautious with the cell phone numbers that certain tools provide: a personal cell phone number is still considered personal data. Above all, the call must pertain to the professional activities of the person you’re speaking with.

LinkedIn scraping tools: Who takes the risk for you?

Forget about the price and the number of exported fields for a moment…

What really sets these tools apart is the answer to a simple question: Who will bear the brunt if LinkedIn takes action?

Scrape LinkedIn with your account: Evaboot, Lobstr, Vayne

These tools access your LinkedIn or Sales Navigator session, via a Chrome extension , or from their servers. They are the most effective at converting a search into a file. However, the risk is directly related to your account: carefully manage the volume, especially if your profile is also your primary sales channel .

Evaboot: The Cleanest Tool for Exporting Sales Navigator

• Works with: Sales Navigator (required)
• Price: starting at $9 per month for 100 credits
• Publisher: Founded in Paris in 2021

Evaboot does one thing and does it well: it turns a Sales Navigator search into a usable file. The tool cleans up names (emojis, capital letters) and filters out leads that don’t truly match your criteria. It then searches for work email addresses and verifies them.

The credit model is straightforward: one credit per exported lead, and another per email address found. If the email address cannot be found, you pay nothing. Unused credits roll over for the duration of the subscription, and there is no limit on the number of users.

Two limitations to be aware of:

• Each search is capped at 2,500 leads, so broad searches must be broken down by company size or area.
• Evaboot does not provide phone numbers.

Lobstr.io: the French cloud scraper at a low price

• Pricing: Free plan, then subscriptions starting at $20 per month
• Publisher: French SAS, hosted by Scaleway

Lobstr.io is a multisite scraping platform with extractors specifically designed for Sales Navigator, for both leads and companies. Everything runs in the cloud, based on the LinkedIn session you provide. For searches yielding more than 2,500 results, the publisher provides a tool that breaks them down into more refined searches.

Its key selling point is the price: less than a dollar per 1,000 leads for high-volume orders, according to the publisher. Email enrichment, however, is an additional cost.

The cloud means you don’t have to leave your computer on. It doesn’t make your account secure. It’s still your session that’s running—just from a different location.

Vayne: a lot of volume, but his speech should be taken with a grain of salt.

• Pricing: Free plan with 200 profiles per month, then starting at $29 per month
• Publisher: Bordeaux-based company, French language support

Vayne is betting everything on volume. The publisher announces up to 15,000 profiles extracted per day from a Sales Navigator account, with scheduled extractions and an API, including email enrichment.

Its FAQ promises that this volume poses no risk to your account. We don’t share this optimism. No human views 15,000 profiles a day. In fact, the publisher itself recommends, when the tool is running at full capacity, not launching any other data extraction tool on the same day.

Vayne remains a serious option for agencies and teams that need volume, provided they expose their account knowingly.

PhantomBuster: Scraping LinkedIn events and posts

• Works with: LinkedIn and Sales Navigator, as well as other social media platforms
• Price: $69, $159, or $439 per month, depending on the plan
• Trial: 14 days

PhantomBuster remains the most versatile toolkit. Its ready-to-use automations, called “Phantoms,” find what other tools miss: event attendees, people who react to a post, group members, or a company’s employees. Shorter lists, but hotter leads.

Billing is based on hours of execution, not on leads. This makes it difficult to estimate your budget before you’ve run your first scenarios, and the tool uses your session cookie, with the risks described above.

Kaspr: Emails and phone numbers from a LinkedIn profile

• Works with: LinkedIn, as well as Sales Navigator starting with the Starter plan
• Pricing: free plan, then €45 per month per user on an annual basis (€59 per month)
• Publisher: French company, a subsidiary of Cognism since 2022
• Key feature: cell phone numbers

Kaspr is not a bulk data extraction tool. Its browser extension displays a profile’s email addresses and phone numbers as you browse, then exports your lists to a file or your CRM. The Starter plan includes unlimited business email addresses and 100 phone credits per month.

It is also the publisher that was sanctioned by the CNIL in 2024. The fine targeted the company’s own data collection practices, not its clients. It was accompanied by an order to comply. The lesson applies to all the tools on this list: you must be able to tell a prospect where their number came from.

Scraping LinkedIn Without an Account: Apify, Bright Data, and the APIs

In this case, your LinkedIn account isn’t involved: the provider collects the data itself and delivers it to you. This is the most convenient option for a technical team. However, it isn’t necessarily the safest.

Apify: Ready-to-Use Web Scrapers for Technical Teams

Apify is a marketplace for scrapers, known as “actors,” most of which are developed by third-party vendors. Several LinkedIn actors operate without cookies—and therefore without your account.

Billing is based on results. At HarvestAPI, extracting a company’s employee data costs between $4 and $12 per 1,000 profiles, depending on the level of detail and whether email addresses are included in the search.

The tool requires a basic level of technical proficiency, and one question remains unanswered: How does a user obtain this data without an account? Ask this question before integrating the results into your CRM.

Bright Data: Datasets Rather Than a Scraper

Bright Data sells LinkedIn datasets already collected from public profiles: $250 per 100,000 records, with a free sample to assess quality before purchasing. The company also offers on-demand data collection APIs.

It’s a volume-based tool, designed to map out a market or generate leads for a product. For a campaign targeting 300 decision-makers, it’s disproportionate, and the data’s timeliness depends on when it was collected: a prospect who has just changed jobs may still appear under their former employer.

Captain Data: A B2B Data API for Product Teams

Long known as a no-code automation tool, Captain Data now positions itself as a data API for people and businesses, designed for AI agents and SaaS providers. The service starts with 100 free credits. It’s intended for product or data teams that want to integrate this data into their own tools, not for salespeople looking for a quick export.

Obtaining LinkedIn leads without scraping: the alternatives

For many French teams, the best LinkedIn scraper is to scrape nothing at all. You lose a little volume or freshness. You gain peace of mind: your account isn’t at risk and the data source is documented.

Sales Navigator: LinkedIn’s official CRM synchronization

Sales Navigator remains the best B2B targeting tool on LinkedIn, with granular filters (job title, seniority, company size, industry) and lists of accounts to follow. Used as is, it poses no risk to you.

To export leads to your CRM without using a third-party tool, LinkedIn offers an official synchronization feature, available exclusively with its Advanced Plus plan. Among other things, it allows you to create leads and contacts in Salesforce or Microsoft Dynamics directly from Sales Navigator.

The flip side of the coin: This edition is at the very top of LinkedIn’s pricing tier. If you haven’t chosen a CRM yet, our comparison of B2B CRM software will help you make a decision. To see how Sales Navigator stacks up against other databases on the market, check out our comparison of Pharow, Cognism, Sales Navigator, and Apollo.

Pharow: The Database Designed for France

Pharow starts with the right identifier for the French market: the SIREN. The database cross-references legal records, web data, job information from LinkedIn, and business signals such as new hires or fundraising rounds. Email addresses and phone numbers are retrieved on demand through a series of steps, notably via Dropcontact and FullEnrich.

We appreciate it for one simple reason: you don’t have to scrape any data yourself, while still targeting users based on criteria that LinkedIn doesn’t take into account, such as the NAF code or revenue. Its limitations are clear: coverage is limited to French companies, and a freelancer who doesn’t do much prospecting will have a hard time justifying a subscription that costs €105 (excluding tax) per month on an annual contract.

Enriching an Existing List Without Using LinkedIn

One final, often underestimated option is to start with a list you already have (CRM contacts, trade show visitors, results from a Google X-ray search, handwritten notes) and then enrich it. For example, Dropcontact finds work email addresses based on the person’s name and company, without using a database or accessing LinkedIn. Our comparison of B2B data enrichment solutions lists other options.

And for leads that come to you, LinkedIn Lead Gen Forms collect contact information that people provide themselves.

Scraping LinkedIn for Lead Generation in France: 4 Criteria to Check

Many of the comparisons ranked on this topic are translations of content originally designed for the U.S. market. However, a tool that works brilliantly on New York profiles may prove disappointing when used on a small business in Lyon.

Before subscribing, check these four points:

1. The data provider and hosting. A Europeandata provider that hosts data within the European Union and signs a data processing agreement simplifies your GDPR compliance.
2. The language of the interface and support. For an SME, having support that responds in French saves time whenever you run into a problem.
3. Coverage of French profiles. The email open rates displayed by providers are rarely broken down by country: test them yourself.
4. The status of the provided phone numbers. As of August 11, 2026, calling a private individual without their consent is prohibited: reserve these numbers strictly for business communications.

In our selection, Evaboot, Lobstr.io, Vayne, Kaspr, and Pharow were founded in France.

The 100-Profile Test: Compare Two Web Scrapers Before You Pay

1. Compile a sample of 100 French profiles representative of your target audience, including both very small businesses and mid-sized companies.
2. Run the same sample through two or three tools during their trial periods.
3. Count the number of email addresses found, then have them verified by an email list cleaning tool.
4. Launch an initial small-scale email campaign and measure the actual bounce rate, following the guidelines in our email deliverability guide.
5. Finally, calculate the cost based on the number of valid email addresses, not the number of exported leads.