LinkedIn Sales Navigator Scraper: How to Extract and Automate Sales Navigator Data (2026)

A LinkedIn Sales Navigator scraper pulls the leads and companies out of your Sales Navigator searches so you can work them in a CRM, a spreadsheet, or your own product – instead of copying rows by hand. But "scraper" covers several very different approaches, and they are not interchangeable: some run on your own logged-in session, some run entirely off your account, and only one of them lets you act on the data – message a lead, sync a reply – as part of the same workflow. This guide explains why there is no open Sales Navigator API to call, compares every approach honestly (including where a plain export tool beats an API), and shows how an account-based API extracts and acts on Sales Navigator data in code.

The short version. There is no open, self-serve Sales Navigator API – LinkedIn's official SNAP APIs are gated to approved partners and closed to new ones. So the real choices are: for a one-off bulk CSV of a saved search, an export tool like Evaboot or Scrupp (which run on your own Sales Navigator session); for bulk public data with no owned account, a dataset like Bright Data; for a quick list from a search you are viewing, a browser extension; and for a durable workflow that searches, fetches, and messages from your own Sales Navigator seat inside your product, an account-based API like Linked API. Match the approach to whether you need a one-time CSV or an owned-account workflow you can act on.

Is there a LinkedIn Sales Navigator API?

Not one you can just sign up for. LinkedIn does run an official Sales Navigator API – the Sales Navigator Application Platform (SNAP), with Display, Analytics, and Sync services – but it is gated to approved partners under a signed partnership agreement, and LinkedIn's own developer docs state plainly: "We are not currently accepting new partners for access to the LinkedIn Sales Navigator API" (per LinkedIn's SNAP documentation). SNAP is also built for embedding LinkedIn insights inside a CRM, not for exporting your search results.

So for an ordinary developer who wants to pull leads out of a Sales Navigator search, there is no public endpoint to call – which is exactly why browser extensions, export tools, and account-based APIs exist. If what you actually want is programmatic Sales Navigator search and data on your own account, that is what an account-based API provides: the Sales Navigator actions run through your own seat, documented in the nv search-people docs, the SDK page, and the MCP tools list. More on that below.

Ways to scrape or automate Sales Navigator (compared)

The distinction the tool pages blur is whose account carries the risk. A browser extension and an export tool like Evaboot or Scrupp both run on your own logged-in Sales Navigator session, so the activity – and any restriction risk – is on your account. A cloud actor on Apify may use your session cookies (same story) or run cookie-free against public pages (risk on the provider, but no access to your Sales Navigator seat). A dataset like Bright Data never touches your account, but it also cannot see your Sales Navigator searches or act on them. An account-based API runs your own seat deliberately, paced like a human.

How an account-based Sales Navigator API works

This is the one model worth understanding, because it both reads your Sales Navigator data and lets you act on it.

You make one call. Linked API runs the action – an nv search, a lead fetch, a message – through your own authenticated Sales Navigator seat in a cloud browser that behaves like a careful human. Requests are not instant (a search takes seconds, a heavier fetch longer) and actions run sequentially, never in parallel, bounded by your account's normal daily limits. You poll for the result and get structured JSON back – no proxies, no cookies to paste, no scraped index to keep fresh.

You reach these nv actions the same way as the rest of Linked API – a REST API, the Node and Python SDKs, or the shell CLI (linkedin navigator person search) – and the same engine is available to an AI agent through the MCP server, the AI-agent-friendly CLI, or ready-made skills. One requirement to note: a Sales Navigator subscription is needed only for the nv.* actions. Standard profile, company, and post data does not require Sales Navigator; it is the nv search and lead surfaces that ride on your Sales Navigator seat.

Extract Sales Navigator data in code

Install the SDK:

# Node.js
npm install -S @linkedapi/node

# Python
pip install linkedapi

Run a Sales Navigator people search, then fetch each lead – one call each:

import LinkedApi from '@linkedapi/node';

const linkedapi = new LinkedApi({
  linkedApiToken: process.env.LINKED_API_TOKEN,
  identificationToken: process.env.IDENTIFICATION_TOKEN,
});

const search = await linkedapi.nvSearchPeople.execute({
  term: 'VP of Sales',
  limit: 25,
  filter: {
    locations: ['United States'],
    industries: ['Software Development'],
    yearsOfExperience: ['sixToTen', 'moreThanTen'],
  },
});
const { data: leads } = await linkedapi.nvSearchPeople.result(search.workflowId);

for (const lead of leads ?? []) {
  // Sales Navigator search returns a durable hashedUrl - open the lead for full data
  const page = await linkedapi.nvFetchPerson.execute({ personHashedUrl: lead.hashedUrl });
  const { data } = await linkedapi.nvFetchPerson.result(page.workflowId);
  console.log(lead.name, '-', data?.position, 'at', data?.companyName);
}

from linkedapi import LinkedApi, LinkedApiConfig
from linkedapi.types import (
    NvSearchPeopleParams, NvSearchPeopleFilter, NvOpenPersonPageParams,
)

linkedapi = LinkedApi(
    LinkedApiConfig(
        linked_api_token="your-linked-api-token",
        identification_token="your-identification-token",
    )
)

search = linkedapi.nv_search_people.execute(
    NvSearchPeopleParams(
        term="VP of Sales",
        limit=25,
        filter=NvSearchPeopleFilter(
            locations=["United States"],
            industries=["Software Development"],
            years_of_experience=["sixToTen", "moreThanTen"],
        ),
    )
)
leads = linkedapi.nv_search_people.result(search.workflow_id).data or []

for lead in leads:
    # Sales Navigator search returns a durable hashed_url - open the lead for full data
    page = linkedapi.nv_fetch_person.execute(
        NvOpenPersonPageParams(person_hashed_url=lead.hashed_url)
    )
    data = linkedapi.nv_fetch_person.result(page.workflow_id).data
    if data:
        print(lead.name, "-", data.position, "at", data.company_name)

The search returns each lead's durable hashedUrl; passing it to nvFetchPerson opens the lead in Sales Navigator and returns richer fields (position, company, headline, and the lead's publicUrl). From there you can act in the same workflow – nvSendMessage sends a Sales Navigator message to a lead's publicUrl, and nvSyncConversation pulls the thread back. See the nv search-people SDK page and grab your tokens from the installation guide.

When a scraper or export tool is the better choice

An API is not always the right tool, and it is worth being honest about that. If all you need is a one-off CSV of a saved Sales Navigator search – a list to hand a colleague or load into a sheet once – a dedicated export tool like Evaboot or Scrupp is simpler and cheaper than wiring up an API, and it adds email-finding on top. If you need bulk public data at a scale no single account should touch, a dataset or a cloud scraper is the right model, not an owned-account API. We compare the export-tool options in our Evaboot alternatives guide.

The account-based API wins when the export is not the end – when you need to search, fetch, branch on a real field, message, and sync as a repeatable workflow inside your own product, on your own seat, rather than pulling a static CSV once.

Is scraping Sales Navigator legal? Will my account get banned?

Any tool that automates Sales Navigator drives your own LinkedIn account, and that runs under LinkedIn's User Agreement – aggressive activity can get an account restricted whichever tool you use. What actually lowers the risk is the same across approaches: run from your own authenticated seat at a human-like pace, keep daily volumes conservative, ramp new accounts slowly, and stop on any warning or CAPTCHA. That is exactly how an account-based API is built to behave – one seat, sequential actions, natural pacing – which is why it tends to keep accounts healthy where a bulk extension hammering a search does not. For the detection signals and the legal picture around scraping LinkedIn data, see our guide to scraping LinkedIn. Be skeptical of any tool promising zero risk – none can.

Frequently Asked Questions (FAQ)

Want to build a Sales Navigator workflow that does more than export a CSV – search, fetch leads, and message them from your own seat, inside your product? Start with Linked API, or see how the account-based model compares across data sources in our LinkedIn scraper API guide.