LinkedIn Company Profiles Scraper

LinkedIn Company Profiles Scraper

Scrape LinkedIn company profiles from any list of URLs, up to a million per run. Every profile returns its industry, size, specialties, and full description. No login or API key. Export to CSV, JSON, Excel, or XML.

LinkedIn's official API requires partner approval, strict rate limits, and often returns only partial company data. This Actor reads the public company pages directly from a list of URLs you provide and returns each profile in one consistent, flat schema. It is built for teams that need structured firmographic data at scale without managing OAuth tokens or API quotas.

Who uses it	What they scrape LinkedIn for
Sales operations teams	Enrich account lists with firmographic data before a campaign.
Market researchers	Map an industry by scraping a curated list of company pages.
Recruiters	Build a target company list with size and industry filters for sourcing.
Data analysts	Collect structured company attributes for a master data set.

What it does

This Actor collects LinkedIn company profiles from a list of URLs you supply and returns each one as a flat row with its industry, company size, specialties, description, and other public fields.

• 📋 Batch by URL list: Paste up to a million LinkedIn company URLs and the Actor visits each one in sequence.
• ⚙️ Concurrency control: Set the maximum parallel requests to balance speed against rate limiting.
• 📊 Flat row output: Every company profile lands in your dataset as one row, ready for CSV, JSON, Excel, or XML export.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with LinkedIn data

📈 Enrich a CRM account list.

A sales ops team pastes 500 company URLs, scrapes the industry and size fields, and maps them to Salesforce accounts for territory planning.

🔍 Profile a competitor landscape.

A market researcher collects 200 competitor LinkedIn pages, extracts the specialties and description, and clusters the market by claimed capabilities.

📋 Build a target account list for recruiting.

A talent sourcer scrapes 1,000 company profiles, filters by company size and industry, and prioritizes outreach to firms in a growth phase.

🗺️ Map an industry ecosystem.

A data analyst scrapes every company in a niche, exports the structured data, and builds a graph of the industry from the public attributes.

Why choose this scraper

	What you get
No API registration	Reads public company pages directly, no OAuth or partner approval needed.
Fixed schema	Every profile returns the same fields so you can append runs without reshaping.
Scale on demand	Free users scrape up to 100 profiles; paid users can push to 1,000,000 per run.
Standard exports	Download as CSV, JSON, Excel, or XML and feed your CRM or data warehouse.

How it compares

This Actor focuses on company pages from a URL list, while the competitors below target individual profiles, lead generation with emails, or job listings.

Feature	ParseForge	Mass Linkedin Profile Scraper with Email	Leads Finder	Linkedin Jobs Scraper
Scrapes LinkedIn company pages	Yes, from a URL list	Not listed	Not listed	Not listed
Returns company industry and size	Yes	Not listed	Not listed	Not listed
Returns company specialties	Yes	Not listed	Not listed	Not listed
No login or API key required	Yes	Not listed	Not listed	Not listed
Batch input via URL list	Yes	Not listed	Not listed	Not listed
Returns verified email addresses	Not listed	Yes	Yes	Not listed
Scrapes job postings	Not listed	Not listed	Not listed	Yes

Configure the run

Drive the Actor from a list of LinkedIn company page URLs. The max items limit stops the run after a set number of profiles, and concurrency controls how many pages are fetched in parallel. The Input tab lists every parameter.

A first run with the defaults:

{
  "companyUrls": [
    "https://www.linkedin.com/company/apple/",
    "https://www.linkedin.com/company/google/",
    "https://www.linkedin.com/company/microsoft/"
  ],
  "maxItems": 10
}

A larger pull:

{
  "companyUrls": [
    "https://www.linkedin.com/company/apple/",
    "https://www.linkedin.com/company/google/",
    "https://www.linkedin.com/company/microsoft/"
  ],
  "maxItems": 200
}

Pricing

Pay-per-result: $0.03199 per result collected. You pay only for the results written to your dataset.

Results collected	Approximate cost
100 results	$3.20
1,000 results	$31.99
10,000 results	$319.90

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

1. Create a free Apify account with $5 in credit.
2. Open the LinkedIn Company Profiles Scraper.
3. Set your inputs and any filters, then click Start.
4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to LinkedIn through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

$claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/linkedin-company-profiles-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results even though the URLs are correct?

Check that the company pages are publicly accessible without logging in. If LinkedIn is blocking the requests, lower the max concurrency to 1 and try again. Also verify the URLs start with https://www.linkedin.com/company/.

The Actor returns fewer profiles than I expected.

The max items setting limits how many profiles are processed. If you set it to 50 but pasted 100 URLs, only the first 50 will be scraped. Increase the max items value or check the run log for URLs that failed.

I am getting rate limited or seeing empty fields.

Reduce the max concurrency to 1 or 2. LinkedIn may throttle aggressive scraping. Running during off-peak hours and spreading large lists across multiple smaller runs also helps.

Some company profiles return partial data.

LinkedIn sometimes shows different data depending on the region or whether the viewer is logged in. The Actor can only return what is publicly visible on the page at the time of the request.

The run takes too long for a large list.

Increase the max concurrency to speed up the run, but watch for rate limiting. For very large lists, split the URLs across multiple runs and increase the concurrency gradually until you find a stable speed.

FAQ

Question	Answer
Do I need a LinkedIn account or API key to use this?	No. The Actor reads public company pages that are visible without logging in. You do not need a LinkedIn account, an API key, or OAuth tokens.
What data does the Actor return for each company?	It returns the public fields available on the company page: industry, company size, specialties, description, website, headquarters, and other visible attributes. The exact fields are listed in the sample output on this page.
How many company profiles can I scrape in one run?	Free users can scrape up to 100 profiles per run. Paid Apify users can set the maximum up to 1,000,000 profiles per run.
Can I scrape company profiles from a search result instead of a URL list?	This Actor works from a list of direct company page URLs. If you need to discover companies from a search, use a LinkedIn search scraper first to collect the URLs, then feed them into this Actor.
What happens if a URL is invalid or the page is not accessible?	The Actor logs the error and continues with the next URL. It will not stop the whole run for one bad link.
How do I avoid getting rate limited by LinkedIn?	Lower the max concurrency setting to reduce the number of parallel requests. A value of 1 or 2 is safest for long runs. The Actor also respects polite delays between requests.
Can I scrape LinkedIn company profiles in languages other than English?	Yes. The Actor returns the page content as it appears. If a company page is in French, German, or Japanese, the description and other text fields will be in that language.
Does this Actor scrape employee counts or follower numbers?	It returns whatever public data LinkedIn shows on the company page. If LinkedIn displays an employee count range or follower count, that field will appear in your output.
Can I run this on a schedule to track company profile changes?	Yes. You can set up a recurring task in Apify with the same URL list and compare datasets over time to see which fields changed.
Is it legal to scrape LinkedIn company pages?	This Actor only reads publicly visible pages. You are responsible for complying with LinkedIn's terms of service and applicable laws in your jurisdiction. Apify provides the tool; you decide how to use it.

Related actors

Browse the full ParseForge collection for more scrapers.

🆘 Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

⚠️ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.