Blog
How to Scrape LinkedIn Followers Safely in 2026

How to Scrape LinkedIn Followers Safely in 2026

Summarize with

LinkedIn is where B2B outbound actually happens in 2026.

I've watched it firsthand across the last few years running cold email and LinkedIn campaigns in parallel.

The LinkedIn side quietly became the more reliable half of the outbound stack. Better reply rates, warmer conversations, cleaner conversions to booked meetings.

The numbers back this up. 89% of B2B marketers use LinkedIn for lead generation, per Wpromote's State of B2B Marketing Report, and 62% say it generates them leads directly.

That's more than double any other social channel.

But LinkedIn doesn't make it easy to build lists from other companies' audiences.

For any company page you administer, LinkedIn's Analytics dashboard shows you follower demographics and a limited number of recent profile-level followers.

For competitor pages, LinkedIn shows you nothing at all. No follower list. No export button. No admin view.

Follower scraping still works. The honest playbook just has four methods, not one, and each carries a different risk profile.

This article covers both use cases: scraping competitor followers and scraping your own.

Each has its own set of methods, TOS risk profile, and enrichment plus outreach playbook that turns follower names into pipeline conversations.

https://www.youtube.com/watch?v=znagnNEnEhw

The 5 Methods at a Glance: Competitor vs. Own Followers

LinkedIn shows you a partial view of your own page's followers if you administer the page, and nothing at all for individual competitor followers.

Every method below is either a workaround built on top of a LinkedIn feature you already have access to, or a third-party tool that sources follower data independently.

Method What it collects Tools TOS risk Cost Best for
1. Dedicated provider Best Overall
Competitor: followers with waterfall enrichment attached Leadsforge Low 100 free credits, then $49/mo billed annually (Leadsforge) SDR teams and outbound agencies running competitor-audience prospecting
2. Fake profile + Sales Nav + Chrome extractor Competitor: LinkedIn-native follower list of the target competitor page Fake LinkedIn profile, Sales Navigator, Leadsforge Chrome Extension High (TOS violation) Sales Nav subscription + optional extension Teams that need LinkedIn-native output and can operate a burner account with strict separation from real identity
3. HAR-file method Own: full follower list of pages you administer, beyond the last 500 to 1,000 the UI shows Chrome/Firefox/Safari DevTools + Stevesie (or equivalent HAR parser) Low (grey area on agreement, near-zero on detection) Free (basic parser) / vendor tier for extended features Own-page admins who want the full follower list, not just the last 500 to 1,000
4. Sales Nav "Following your company" filter Own: ICP-filtered warm prospects on your own page Sales Navigator + Leadsforge Chrome Extension Low (native) / Medium (extension) Sales Nav subscription + optional extension Warm-prospect lists intersecting ICP and own followers

Part 1: Scraping Competitor Followers

Competitor-follower scraping is the harder half of this problem.

Since LinkedIn shows you nothing for competitor pages, the tool you pick decides how much account risk you carry and how usable the output is.

Two methods work in 2026: a dedicated provider that keeps data collection independent of your LinkedIn session, and a manual Sales Navigator workflow that requires a fake LinkedIn profile.

Method 1: Competitor followers via a dedicated provider

The primary path here uses a dedicated B2B data provider that keeps follower-relationship data in its own infrastructure, independent of your LinkedIn session.

Leadsforge is where GTM teams, SDR orgs, and outbound agencies land when they need competitor-follower extraction at any real volume. The platform is built around competitor-audience workflows as a core use case, not a side feature retrofitted onto a general-purpose scraper.

This helps in two places: coverage depth on established competitor pages, and the Waterfall Enrichment step that attaches verified contact data on the same lookup.

For the broader vendor options, see the Salesforge lead scraping tools roundup.

All three share the same core advantage over browser automation running on your own account: your LinkedIn stays out of the request loop.

When to use this method

  • You need a competitor's follower list and your LinkedIn account can't see it
  • You're building a competitor-audience prospecting motion, not doing one-off research
  • Separating data collection from your primary LinkedIn account is non-negotiable (agencies, high-value personal accounts, teams that have hit activity restrictions before)

What you'll need

  • A provider subscription. Leadsforge starts at 100 free credits on signup and moves to $49/mo billed annually for the paid tier
  • One or more competitor LinkedIn company URLs
  • A defined ICP filter set (job title, company size, seniority, geography). The filter step is what makes the list usable

How it works: step-by-step

1. Sign in to your Leadsforge account and click on "Followers".

2. Paste the competitor's LinkedIn company URL into the Competitor Followers Search interface

3. Apply your ICP filters (job title, company size, seniority, geography) so the returned list narrows to people who could buy

4. Run the search. The system returns a filtered list of profiles matching both the follower criterion and your ICP

5. Cascade through Waterfall Enrichment. The lookup runs against multiple data sources on the same pass to attach verified work emails, phone numbers where available, and current firmographics.

6. Export as CSV or push directly into a Salesforge sequence via the native integration.

LinkedIn TOS risk

Low. Data sourced from an independent B2B database; your LinkedIn account is not authenticated or in the request loop.

Bonus tool for manual browsing: Leadsforge Chrome Extension enriches a single profile on demand when you're already on a competitor's LinkedIn page and don't need a bulk export. Free to install, credits per lookup, uses the same enrichment infrastructure as the dashboard.

Method 2: Fake profile + Sales Navigator + Chrome extension

The workaround comes from a specific quirk in Sales Navigator: the "Following your company" spotlight filter uses the company associated with your profile's current employment.

If your profile lists you as an employee at CompetitorCorp, the filter surfaces followers of CompetitorCorp.

Salesforge users run this workflow via the Leadsforge Chrome Extension, which handles the extraction step from Sales Nav search results.

When to use this method

  • You need a competitor's follower list and the dedicated-provider path (Method 1) doesn't have adequate coverage on your target page
  • You're comfortable operating a burner LinkedIn account with strict separation from your real identity
  • You accept the TOS-violation risk explicitly (see Chapter 3)

What you'll need

  • A fake LinkedIn profile positioned as a current employee of the target competitor company
  • A Sales Navigator subscription (or free trial) linked to the fake account
  • Leadsforge Chrome Extension for the export step
  • Complete separation between the burner setup and your real identity: separate browser, separate IP, no shared cookies or connection graph

How it works: step-by-step

  1. Create a new LinkedIn profile with a realistic identity (name, photo, headline, employment history). Set current employment to a role at the target competitor company
  2. Warm the profile for at least a few weeks. Connect to real people in adjacent industries, engage with posts, build a plausible connection graph. LinkedIn's algorithms flag brand-new profiles with high activity
  3. Activate Sales Navigator on the account (paid subscription or free trial)
  4. Open a Sales Nav Lead Search, apply your ICP filters, and toggle the "Following your company" spotlight filter. The results narrow to followers of the competitor company your fake profile is now "employed" at
  5. Export via the Leadsforge Chrome Extension. The extension walks the Sales Nav results page by page and outputs a CSV with the visible profile fields plus verified work emails if you have the enrichment feature enabled

Where this method falls short

  • Creating a fake LinkedIn profile violates LinkedIn's User Agreement. If the fake account gets reported or algorithmically flagged, LinkedIn permanently bans it, and enforcement can extend to real accounts linked by IP, device fingerprint, or connection graph
  • Sales Nav trials require a payment method, which can be traced back to your real identity if the fake account is investigated
  • Warming a fake profile to the point where Sales Nav accepts it takes weeks of ongoing activity before the workflow is usable
  • The "Following your company" filter only works if LinkedIn accepts your fake profile's employment claim, which requires realistic tenure and connections
  • Coverage matches whatever LinkedIn shows for that competitor page. The dedicated-provider path (Method 1) often has deeper coverage on established competitor pages

LinkedIn TOS risk

This is the highest-risk method in the article.

Creating a fake profile is a direct violation of LinkedIn's User Agreement, and enforcement is severe when it happens: permanent ban of the fake account, possible ban of real accounts linked by IP or device.

Route everything through a burner setup with no ties to your real identity, and understand that impersonating a competitor's employee can create legal exposure (fraudulent misrepresentation) if the competitor discovers and traces the workflow.

Part 2: Scraping Your Own Followers

Part 2 covers the inverse of everything above: your own company's followers, where LinkedIn's own product does most of the work and third-party tools become optional enhancements.

For company pages you administer, LinkedIn gives you more than most people realize before they reach for a third-party tool. The catch is that the native view is admin-only and capped, and the workflow to export it programmatically changes the LinkedIn TOS risk profile.

The two methods below cover the safest baseline path and the higher-value Sales Navigator overlay, plus callouts on the export options and adjacent tactics worth knowing.

Method 1: HAR-file capture for own-company page followers

If you administer a company page, LinkedIn's Page Analytics dashboard shows you the last 500 to 1,000 individual followers plus aggregate demographics.

That's LinkedIn's official view, and it caps there. The HAR-file method extracts the full underlying dataset that LinkedIn's own front-end pulls from its internal API, using only your browser's built-in Developer Tools.

The workflow doesn't trigger LinkedIn's automation detection because you're not automating anything. You're browsing normally and recording the HTTP traffic your session generates.

When to use this method

  • You administer the target company page (Super Admin, Content Admin, or Analyst role)
  • You need the full follower list beyond the last 500 to 1,000 profiles the Page Analytics UI shows
  • You want a zero-cost workflow that doesn't require any third-party subscription

What you'll need

  • Admin access to the target company page
  • Browser Developer Tools (built into Chrome, Firefox, Safari)
  • A HAR-file parser tool (Stevesie is the widely-used option, with a free tier plus paid tiers for extended features)

How it works: step-by-step

  1. Navigate to your company page and click into Analytics, then select Followers (or click the follower count link on the page header)
  2. Right-click anywhere on the page and select "Inspect" to open Developer Tools. Click the "Network" tab. Optionally filter by "graphql" to see LinkedIn's API calls specifically
  3. Click "Show all followers" (or scroll through the follower list). LinkedIn's internal API returns paginated JSON responses containing follower data, and the Network tab records every request
  4. Keep scrolling until LinkedIn stops returning new data. You'll see the "included" array in the last response come back empty, confirming you've reached the end of the list
  5. In the Network tab, click the download arrow (labeled "Export HAR" in most browsers) and save the HAR file to your computer
  6. Upload the HAR file to Stevesie or an equivalent HAR parser. The tool parses the API responses and outputs structured follower data as CSV

Where this method falls short

  • Works only on pages you administer, not competitor pages
  • Manual scrolling required for the full follower list. Scales fine for pages with thousands of followers, but LinkedIn may cut off very large accounts above roughly 10,000 followers
  • Free HAR parsers give you the raw data but require you to reconstruct profile URLs manually. Paid tiers automate this
  • No email enrichment attached. The output is LinkedIn public data only, so you'll need a downstream enrichment pass (Chapter 4)

LinkedIn TOS risk

Low on the detection side. You're browsing your own admin dashboard and recording HTTP traffic, which looks identical to normal user behavior from LinkedIn's perspective. On the agreement side, the capture-and-parse pattern is discouraged by LinkedIn's automated agreements. In practice, low-volume manual use has never produced account restrictions I've seen reported.

Method 2: Sales Navigator "Following your company" filter

The single most underused feature in Sales Navigator is the "Following your company" spotlight filter.

It surfaces every person in your Sales Nav search results who follows one of your company pages, and it does so with LinkedIn's full search infrastructure attached.

The combination changes what this method gives you. Instead of scrolling through the last 500 followers your admin dashboard shows, you get the intersection of your ICP filter and your full follower base.

The workflow lives entirely inside LinkedIn's own product until the export step.

That is where the TOS risk profile changes, and where the tool choice matters.

When to use this method

  • You have a Sales Navigator subscription with Spotlight filter access, plus admin access to the target company page
  • You want warm prospects (people who match your ICP and have already followed the page), which is a stronger intent signal than a cold search result
  • You're building an ICP-filtered list rather than a bulk export of every follower

What you'll need

  • A Sales Navigator subscription with Spotlight filter access. Verify against your tier's current feature matrix. The Salesforge LinkedIn Sales Navigator pricing breakdown covers what each tier includes and the live seat cost
  • Admin access to the target company page (Super Admin, Content Admin, or Analyst role)
  • A defined ICP filter set: job title, company size, geography, seniority

How it works: step-by-step

  1. Open Sales Navigator and click into a Lead Search
  2. Apply your ICP filters in the left-hand filter panel: job title, company headcount, seniority level, geography
  3. Scroll to the "Spotlights" section in the same filter panel and toggle "Following your company." The results narrow to the intersection of your ICP filter and your existing follower base
  4. Save the search as a Sales Nav lead list, which gives you a persistent surface you can return to as new followers match the criteria
  5. Export via Chrome extension.  The output is a CSV with visible fields (name, title, company, location, LinkedIn URL).

Where this method falls short

  • Own-page only. Nothing here solves the competitor-follower question
  • No native CSV export from Sales Nav itself; the export step requires third-party tooling and changes the TOS risk profile
  • Requires a paid Sales Nav seat plus admin access on the page, which stacks two subscriptions
  • Extensions running on your primary sales-team Sales Nav seat carry activity restriction risk. Teams running this workflow at volume should route through a burner seat

LinkedIn TOS risk

Low for the native filter workflow inside Sales Nav. Medium for Chrome-extension-based export.

The most reliable pattern I've seen work in high-volume operations is: one Sales Nav seat dedicated to list building, separated from the seats AEs use for actual outreach and connection requests. Doubles the Sales Nav subscription cost.

For teams running follower-based prospecting as a core motion, the math still works.

How to Turn Follower Data Into Qualified Pipeline

The collection step matters less than most people think. What separates a follower list that generates pipeline from one that stays in a folder is the ICP filter, the enrichment layer, the segmentation logic, and the sequence. Five steps, in order. Each one is cheap to skip and expensive to skip badly.

Define your ICP before you enrich anything

The single most common failure mode I've watched is enriching the full follower list first, then filtering. It's the cost-inverted approach. Enrichment costs per lookup on every dedicated provider. Filtering costs nothing.

Filter first. Enrich second. Your ICP filter should include specific decision-maker titles (VP of Sales, not "sales professional"), a defined company size band, industry, geography, and seniority.

Most follower lists produce a 3 to 8% ICP match rate. A 5,000-follower export typically yields 150 to 400 qualified prospects. If your filter isn't cutting that hard, it isn't specific enough.

Apply the ICP filter inside the collection tool where possible rather than in a spreadsheet after the fact.

Enrich with signals-plus-source, not just contact data

Traditional enrichment attaches contact data to each row. Signals-plus-source enrichment adds two fields that change how you sequence: which signal put this person on your list, and when it was captured.

Waterfall enrichment is what makes the contact data reliable. Cascading a single lookup through multiple data providers on the same pass (Leadsforge does this natively) improves work-email match rate from the 40 to 60% range that single-source enrichment hits to the 80 to 90% range that makes a sequence economically viable.

Beyond the follower list, Leadsforge's AI Lead Finder searches its 500M+ database by natural-language query, and Company Lookalikes expands the target set from your initial competitors to firmographically similar companies you may not have listed.

Verify emails and clean the list

Run the enriched list through a verification pass (BriteVerify, ZeroBounce, NeverBounce, or Salesforge's built-in verification) before it enters a sequence.

Flag three categories: hard-invalid emails (drop), catch-all domains (send with caution, monitor bounce rate), and role-based addresses like info@ or sales@ (drop or route to a low-priority sequence).

The stakes are deliverability. Sending to a list with more than 5% invalid emails degrades your sender reputation across the ISP graph, not just for that campaign. Deduplicate against your existing CRM before the first email goes out.

Segment by why they're on the list

The most valuable segmentation isn't demographic. It's the signal that put each person on your list, because different signals warrant different first-touch angles.

Segment Why they're on the list First-touch angle
Warm ICP prospects Follow your page + match ICP Reference the follow relationship or their engagement pattern
Competitor followers (ICP-matched) Follow competitor page + match ICP Alternative comparison based on what your product does differently
Post engagers Liked/commented on a specific post Reference the post topic; tie your outreach to the signaled interest
Event registrants Registered for a topic-relevant event Event topic + a follow-up that extends the event's premise
Group members Active in a relevant LinkedIn group Group topic tie-in, referenced without naming the group directly
Job change signals Recent role change to a buyer title New-role framing as a helpful resource for a new mandate

Mixing segments in one sequence dilutes reply rate. Running separate sequences per segment lets each subject line reference the specific signal.

Build multichannel sequences (email + LinkedIn)

The follower-based outbound play has one configuration Frank Bacon documented at Salesforge with a 20 to 40% reply rate on the follow-up message.

The play: competitor-follower extraction into a multichannel sequence. The LinkedIn connection request references the competitor relationship. The email follow-up runs a differentiated value prop.

The sequence: email first-touch → LinkedIn connection request with shared-context reference → LinkedIn message follow-up if accepted → email bump after 5 to 7 days.

Leadsforge Integrations pushes segmented leads natively into Salesforge, HubSpot, Pipedrive, Salesforce, and 20+ destinations. Leadsforge API + MCP is available for custom automation. Salesforge takes it from there and runs the multichannel sequence (email steps, six native LinkedIn actions, conditional logic) with replies across both channels landing in one shared inbox.

Both are separate Forge Stack subscriptions inside the same login.

Final Verdict: What I Actually Use

After running through all four methods in this article, my default is simple: Leadsforge for competitor followers, LinkedIn's own tools for own-page work.

For competitor scraping, no other method comes close. Three reasons make Leadsforge the default:

  1. Your LinkedIn account never enters the loop.
  2. Waterfall Enrichment attaches verified emails on the same lookup.
  3. Routes enriched leads to Salesforge under one login, no export step between systems.

GTM teams, SDR orgs, and outbound agencies default to Leadsforge for competitor-audience prospecting because it answers the question LinkedIn deliberately doesn't.

You can try any of the methods above.

But if your primary question is how to reach a competitor's followers, get started with 100 free credits on Leadsforge.ai.

Frequently Asked Questions

1) Can you see who follows a company on LinkedIn?

Only for pages you administer. LinkedIn Page Analytics shows demographics for your full follower base plus profiles for the last 500 to 1,000 new followers. For competitor pages, LinkedIn shows nothing at the individual level, so competitor-follower data has to come from a dedicated provider like Leadsforge.

2) Is it legal to scrape LinkedIn followers?

It violates LinkedIn's Terms of Service. The Ninth Circuit's 2022 hiQ v. LinkedIn ruling narrowed CFAA reach for public data but left TOS-based claims intact, so LinkedIn can restrict your account even when scraping isn't a federal crime. Native Sales Navigator workflows and sanctioned partner APIs don't carry this exposure.

3) How do I export competitor followers on LinkedIn?

You can't export them directly from LinkedIn. No button exists, and no Sales Nav filter returns them. Your options are dedicated providers like Leadsforge, which maintain follower-relationship data independent of your LinkedIn session, or engagement-signal extraction from specific competitor posts as a proxy for interest.

4) What is the best LinkedIn follower scraper in 2026?

Leadsforge for competitor followers. Data collection stays independent of your LinkedIn session and Waterfall Enrichment attaches verified emails on the same lookup. LinkedIn Page Analytics plus Sales Navigator's spotlight filter is the safest combination for your own page.

5) How many LinkedIn followers can you extract per day?

From a single account, the widely-observed safe band is 30 to 50 follower-related actions per day. Higher volumes work when spread across burner accounts or routed through dedicated providers that don't authenticate your LinkedIn session. Aggressive extraction (100+ profile views or 50+ connection requests in 24 hours) triggers activity restriction within days.

Book more meetings on autopilot

Set up in minutes. No per-seat pricing. No commitment.
Try
free
4.6 rating on G2
Add as a preferred
source on Google