LinkedIn Profile Scraper ✅ No Cookies · $2.50/1k

Enrich public LinkedIn profiles without cookies, browser sessions, or li_at tokens. Paste profile URLs (or public identifiers), get structured people data, and pay only when a profile succeeds.

$2.50 per 1,000 successful profiles · Failures free · Actor Start ~$0.00005

👉 Pair with firmographics: LinkedIn Company Scraper
👤 Publisher: up2data · Support: nick@dbee.io

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Why this Actor

Most LinkedIn scrapers ask you to paste a session cookie. That breaks often, risks account bans, and is a poor fit for agents and scheduled pipelines.

Up2Data is cookieless. You send public profile URLs. We return structured JSON. No LinkedIn login on your side.

Ideal for:

• Sales and RevOps enrichment from LinkedIn URL lists
• Clay / Apollo / HubSpot / CRM URL → people fields
• Agentic workflows that need stable, pay-per-result pricing
• Researchers building people datasets from public profiles

Honest scope: this Actor enriches profiles. It does not find emails or phone numbers.

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What you get (output fields)

Field	Type	Description
full_name	string	Display name
headline	string	Profile headline
about	string	About / summary
public_identifier	string	Public vanity id (e.g. satyanadella)
url	string	Canonical public profile URL
location	object	city, country, region
current_company	object	name, title, url, started_at
positions	array	title, company, company_url, started_at, ended_at
education	array	school, degree, field
connections_count	number	Connections (when available)
followers_count	number	Followers (when available)
is_open_to_work	boolean	Open to work flag
is_premium	boolean	Premium badge
is_verified	boolean	Verified badge
_meta	object	creditsUsed, requestId, sourceUrl
error	object	code, message (on failure; failures are free)

Optional input fields lets you restrict top-level keys in the output. Same price whether you request all fields or a subset.

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Pricing

Event	Price
Successful profile	$0.0025 ($2.50 / 1,000)
Failed profile	$0
Actor start	~$0.00005

Cost examples

Successful profiles	Approx. cost
100	~$0.30
1,000	~$2.50
10,000	~$25.00
50,000	~$125.00

You pay for successes only. Bad URLs and hard failures do not burn PPE credits.

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Input

Field	Type	Required	Description
profileUrls	array of strings	✅	Public LinkedIn profile URLs or public identifiers (e.g. satyanadella)
fields	array of strings	optional	Restrict top-level output fields (same price)

Prefill

https://www.linkedin.com/in/satyanadella

Example input

{
  "profileUrls": [
    "https://www.linkedin.com/in/satyanadella",
    "satyanadella"
  ]
}

Example input with field filter

{
  "profileUrls": [
    "https://www.linkedin.com/in/satyanadella"
  ],
  "fields": [
    "full_name",
    "headline",
    "current_company",
    "location",
    "url"
  ]
}

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Example output

EXAMPLE — illustrative public-style sample consistent with the schema. Not a live scrape guarantee.

{
  "full_name": "Satya Nadella",
  "headline": "Chairman and CEO at Microsoft",
  "about": "As chairman and CEO of Microsoft, I define company strategy...",
  "public_identifier": "satyanadella",
  "url": "https://www.linkedin.com/in/satyanadella",
  "location": {
    "city": "Redmond",
    "country": "United States",
    "region": "Washington"
  },
  "current_company": {
    "name": "Microsoft",
    "title": "Chairman and CEO",
    "url": "https://www.linkedin.com/company/microsoft",
    "started_at": "2014-02"
  },
  "positions": [
    {
      "title": "Chairman and CEO",
      "company": "Microsoft",
      "company_url": "https://www.linkedin.com/company/microsoft",
      "started_at": "2014-02",
      "ended_at": null
    }
  ],
  "education": [
    {
      "school": "University of Chicago Booth School of Business",
      "degree": "MBA",
      "field": null
    }
  ],
  "connections_count": 500,
  "followers_count": 10000000,
  "is_open_to_work": false,
  "is_premium": true,
  "is_verified": true,
  "_meta": {
    "creditsUsed": 1,
    "requestId": "example-request-id",
    "sourceUrl": "https://www.linkedin.com/in/satyanadella"
  }
}

Full demo file: see the Up2Data growth pack demo/sample-profile.json or run the Actor with the prefill URL.

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Why no cookies?

Approach	What you maintain	Typical failure mode
Cookie / li_at tools	Fresh session from a real LinkedIn account	Cookie expires, account flagged, pipeline stops
Browser automation with login	Proxies, CAPTCHAs, account health	Fragile at scale
Up2Data (this Actor)	List of public URLs	Individual URL failures only; no session to babysit

Cookieless = better for schedulers, Clay tables, APIs, and agents.

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Comparison (pricing & approach)

Approximate public Store pricing for LinkedIn profile enrichment. Always verify current competitor pages.

	Up2Data	HarvestAPI (approx.)	ApiMaestro (approx.)	Cookie-based tools
Typical price	$2.50 / 1k successes	~$4 / 1k	~$5 / 1k	Varies + account risk
Cookies required	No	Usually no	Check listing	Yes (li_at / session)
Pay only on success	Yes	Check listing	Check listing	Often run-time / compute
Email finding	No (by design)	Varies	Varies	Sometimes bundled
Company Actor pair	Yes (link)	Varies	Varies	Varies

We compete on reliability + cookieless ops + fair PPE, not a race to $2/1k.

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Use cases

1. URL list → CRM fields — Export LinkedIn URLs from Apollo/Clay/CSV, enrich name, headline, company, location, experience.
2. People + company join — Run this Actor, then enrich current_company.url with the Company Scraper.
3. Agent pipelines — Call via Apify API; agentic payments are whitelisted for automated top-ups / usage patterns supported by Apify.
4. Lead scoring inputs — Title, company, open-to-work, premium/verified signals without maintaining LinkedIn sessions.

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API & agents

Run from the Apify API, Python/JS clients, or any HTTP agent stack.

• PPE: $0.0025 per successful profile
• Failures: free
• Optional fields filter for leaner payloads (same price)
• Agentic payments: whitelisted for automated / agent-driven usage on Apify

Support for integration questions: nick@dbee.io

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FAQ

Do I need a LinkedIn cookie or account?
No. Public profile URLs or public identifiers only.

Do you find emails?
No. This Actor returns public profile enrichment fields only. Pair with a dedicated email finder if you need contacts.

What if a profile fails?
You are not charged PPE for that profile. Check error.code / error.message on the item.

Can I limit output fields?
Yes. Pass optional fields (array of top-level keys). Price is unchanged.

Can I use public identifiers instead of full URLs?
Yes. e.g. satyanadella works in profileUrls.

Is there a company scraper?
Yes: LinkedIn Company Scraper ✅ No Cookies · $2.50/1k

Who is behind up2data?
Nick Tomic · Support: nick@dbee.io · Profile: apify.com/up2data

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Support

Email nick@dbee.io with run IDs for fastest help.
Store profile: https://apify.com/up2data

If this Actor saved you cookie chaos, a Store review helps other builders find it. Thank you.