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LinkedIn
5LinkedIn sources

LinkedIn data, done right.

Five LinkedIn sources covering profiles, comments, company pages, posts, and phone numbers — extracted reliably and exported in one place.

Why LinkedIn data matters

LinkedIn holds the most accurate professional dataset on the web for one structural reason: the people in it maintain their own records. Nobody updates a purchased contact database when they change jobs, but almost everyone updates LinkedIn, usually within days.

That currency is what makes it valuable and also what makes it hard to work with at scale. The data is spread across profiles, company pages, posts, and comment threads, each answering a different question.

VoxScrape covers all five surfaces as separate sources, so you can pick the one that matches the question you are actually asking rather than forcing everything through profile lookups.

What data is actually available

Profiles carry current role, employer, tenure, location, summary, and full work history — everything a person has chosen to publish about their professional life.

Company pages carry organisational attributes: headcount band, industry, headquarters, founding year, specialities, and the employees who list that company as their employer.

Posts carry public content with engagement metrics, which tells you both what is being discussed and which discussions actually resonated.

Comment threads carry the highest-intent signal on the platform. Someone who writes a paragraph under a post about a problem has publicly self-identified in a way no contact database can replicate.

What you can do with LinkedIn

  • Build enriched prospect lists from LinkedIn profile URLs
  • Pull all commenters on any post for warm outreach targeting
  • Map org charts with LinkedIn Company data before enterprise calls

Which LinkedIn source should you use?

Start with the question, not the source. If you have profile URLs and need the detail behind them, that is LinkedIn Profiles at 30 credits per result — an enrichment tool, not a discovery tool.

If you want people who have demonstrated interest in a topic, use LinkedIn Posts to find the posts that drove real discussion, then LinkedIn Comments to extract everyone who engaged with them. That two-step is the highest-yield prospecting pattern on the platform.

If the account rather than the individual is your unit of work, LinkedIn Company returns organisational attributes and employee listings for account mapping before an enterprise call.

LinkedIn Phones is a channel-widening step rather than a discovery one. Run it last, on a qualified shortlist, to add a direct-dial route to people you have already decided are worth calling.

If you need verified work email addresses rather than any of the above, LinkedIn is the wrong surface entirely — profiles rarely publish them. Leads Finder returns them directly at one credit per result.

What to know before you run it

Every LinkedIn source collects publicly visible information only — what any logged-out visitor sees. Nothing behind a login, a connection, or a privacy restriction is accessed.

Public availability is not the same as unrestricted use. Contacting people you find is governed by the privacy and anti-spam law applicable to you and to them, and in several jurisdictions that means having a documented lawful basis before the first message.

Rate and volume limits exist upstream. Very large single runs are less reliable than several narrower ones, which is also better practice for list quality.

Titles are self-declared and frequently idiosyncratic. Pair a title filter with company headcount before drawing conclusions about seniority or budget authority.

Frequently asked questions

Which LinkedIn source should I start with?
It depends on what you have. With profile URLs, start with LinkedIn Profiles. With only a topic, start with LinkedIn Posts to find the conversation, then Comments to get the people. With target accounts, start with LinkedIn Company.
Can I get email addresses from LinkedIn?
Rarely — profiles do not usually publish them. Use Leads Finder for verified work emails; it is both far cheaper and more reliable for that specific job.
Why is LinkedIn Profiles more expensive than Leads Finder?
Each result requires visiting and parsing a full profile page, which is far more work than a structured database lookup. That is also why enriching a filtered shortlist beats enriching an entire raw list.
Is scraping LinkedIn allowed?
These sources collect publicly accessible pages, which is broadly established as lawful in several jurisdictions, but platform terms and local law both apply to you. How you use exported data — particularly for outreach — carries its own obligations.

Start pulling LinkedIn data today.

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