Best LinkedIn scrapers in November 2026
LinkedIn profile, company, post and jobs tools ranked by published fields, price, reliability and freshness. Official access is partner-only; the page says so.
Short answer
LinkedIn People Search by Name with Company & School Filters, a catalogue Actor, has the highest published score for LinkedIn (88 of 100). For company data rather than people, start with LinkedIn Company Headcount & Team Directory Scraper; job postings have their own page, LinkedIn Jobs.
Ranked by the published formula, applied identically to every tool. Data checked 2026-11-12.LinkedIn scrapers
Ranked by target fit, published field coverage, price per 1,000, 30-day success rate, adoption and freshness. Every tool gets the same formula; missing values get fixed, published priors. The scores match the LinkedIn page. Read the method.
| Sample fields | ||||||
|---|---|---|---|---|---|---|
| 88 | LinkedIn People Search by Name with Company & School Filters Catalogue Actor, pay per event | name, headline, currentCompany | 6 | $0.99 | 98% of 58 runs | Nov 2026 |
| 86 | LinkedIn Guest-View Profile Data Extractor Catalogue Actor, pay per event | name, headline, currentCompany | 30 | $0.99 | 100% of 30 runs | Oct 2026 |
| 83 | LinkedIn Trending Posts & Top Voices Feed Scraper Catalogue Actor, pay per event | topicTitle, headline, voiceRegion | 19 | $0.99 | 12 runs, too few to rate | Oct 2026 |
| 82 | LinkedIn University Alumni Search by Degree & Year Catalogue Actor, pay per event | schoolName, headline, location | 9 | $0.99 | 100% of 22 runs | Oct 2026 |
| 82 | B2B Lead Discovery by Job Title & Location Catalogue Actor, pay per event | name, company, location | 10 | $0.99 | 100% of 23 runs | Oct 2026 |
| 82 | LinkedIn Company Page Post & Engagement Extractor Catalogue Actor, pay per event | companyName, postUrl, postedAt | 7 | $0.99 | 100% of 20 runs | Oct 2026 |
| 80 | LinkedIn Profile Scraper with Company & Credential Data Catalogue Actor, pay per event | name, headline, currentCompany | 33 | $0.99 | 5 runs, too few to rate | Nov 2026 |
| 80 | LinkedIn Profile, Certifications & Company Data Extractor Catalogue Actor, pay per event | name, headline, currentCompany | 20 | $0.99 | 5 runs, too few to rate | Nov 2026 |
| 75 | LinkedIn People Finder by Role, Seniority & Network Catalogue Actor, pay per event | name, headline, location | 6 | $0.99 | 1 run, too few to rate | Oct 2026 |
| 75 | LinkedIn Activity Feed Scraper with Engagement Filters Catalogue Actor, pay per event | postUrl, postedAt, content | 9 | $0.99 | 100% of 20 runs | Oct 2026 |
| 74 | LinkedIn Keyword & Hashtag Post Discovery Scraper Catalogue Actor, pay per event | postUrl, postedAt, content | 9 | $0.99 | 100% of 28 runs | Oct 2026 |
| 74 | LinkedIn Profile Feed Scraper with Likers & Commenters Catalogue Actor, pay per event | postUrl, postedAt, content | 15 | $0.99 | 100% of 23 runs | Oct 2026 |
| 72 | LinkedIn Profile Engagement Timeline Scraper Catalogue Actor, pay per event | profileName, originalPostPermalink, content | 10 | $0.99 | 16 runs, too few to rate | Oct 2026 |
| 72 | LinkedIn Company Headcount & Team Directory Scraper Catalogue Actor, pay per event | companyName, profileUrl, linkedinEmployeeCount | 9 | $0.99 | 18 runs, too few to rate | Oct 2026 |
| 68 | LinkedIn Event Finder with Speaker & Venue Details Catalogue Actor, pay per event | organizerName, registrationUrl, eventName | 9 | $0.99 | 7 runs, too few to rate | Nov 2026 |
| 68 | LinkedIn Company Pages with Funding & Affiliates Catalogue Actor, pay per event | name, companyUrl, industry | 7 | $0.99 | no public runs | Oct 2026 |
| 68 | LinkedIn Hashtag Feed Engagement Scraper Catalogue Actor, pay per event | postUrl, postedAt, content | 9 | $0.99 | 15 runs, too few to rate | Oct 2026 |
| 61 | LinkedIn Post Reactor Identity & Reaction Type Scraper Catalogue Actor, pay per event | postUrl, postId, reactionsTotal | 5 | $0.99 | 16 runs, too few to rate | Oct 2026 |
| 60 | LinkedIn Post Comment & Reply Thread Extractor Catalogue Actor, pay per event | postUrl, authorName, commentText | 7 | $0.99 | no public runs | Oct 2026 |
Other Store tools, for reference
Same formula, listed for comparison only; this site does not link or recommend them.
| Sample fields | ||||||
|---|---|---|---|---|---|---|
| 75 | LinkedIn Profile Posts Scraper (No Cookies) Reference only, by harvestapi | No published schema | – | $2.00 | 100% of 4,096,577 runs | Oct 2026 |
| 74 | LinkedIn Profile Scraper + Email (No Cookies) Reference only, by harvestapi | No published schema | – | $4.00 | 100% of 8,692,057 runs | Nov 2026 |
| 73 | LinkedIn Profile Search Scraper (No Cookies) Find all people Reference only, by harvestapi | No published schema | – | $4.00 | 100% of 908,458 runs | Nov 2026 |
| 71 | LinkedIn Profile Comments Scraper (No Cookies) Reference only, by harvestapi | No published schema | – | $2.00 | 100% of 591,678 runs | Apr 2026 |
| 71 | LinkedIn Profile Reactions Scraper (No Cookies) Reference only, by harvestapi | No published schema | – | $2.00 | 100% of 577,310 runs | Apr 2026 |
| 71 | LinkedIn Profile Search By Name scraper (No Cookies) Reference only, by harvestapi | No published schema | – | $4.00 | 93% of 2,474,819 runs | Sep 2026 |
| 68 | Mass Linkedin Profile Scraper with Email (No Cookies) Reference only, by dev_fusion | No published schema | – | $10 | 99% of 997,246 runs | Aug 2026 |
| 63 | LinkedIn Email Finder Find Emails for LinkedIn Profiles Reference only, by vulnv | name, company, linkedin_url | 8 | $29 | 100% of 412,865 runs | Nov 2026 |
Facts behind the list
| Fact | Value |
|---|---|
| Official access | Partner-only; no open public data API |
| Ranking inputs | Target fit, field coverage, price per 1,000, 30-day success rate, users and freshness |
Read rank alongside coverage
The ranking considers target fit, published field coverage, price, success rate, users and freshness. Treat the order as a shortlist, then inspect the Store listing for the output your work depends on. Several entries have small user counts, so popularity alone offers limited support for choosing between them.
Separate catalogue tools from official access
LinkedIn access is partner-only, with no open public data API. Consult the LinkedIn API documentation for official access routes and the LinkedIn user agreement when assessing a planned use.
Questions people ask
Which LinkedIn scraper ranks highest for profile details?
LinkedIn Guest-View Profile Data Extractor holds the highest position in this catalogue ranking. Its published schema suits basic profile details.
Which entry fits people discovery?
LinkedIn People Search by Name with Company & School Filters is the closer match for searches centred on a person's name. B2B Lead Discovery by Job Title & Location addresses discovery centred on a role and location.
Which tools cover LinkedIn posts?
The catalogue includes entries for company page posts, activity feeds, keyword and hashtag discovery, and profile feeds. Compare their published schemas because author details, post content and engagement counts differ across entries.
Can these tools replace official LinkedIn API access?
A catalogue listing does not grant access to LinkedIn's partner API. The official documentation describes that access route, while each Store listing describes the scraper's offering.
Sources
Every dated claim on this page comes from the public sources below. Check the source before you make a business decision on it.
- LinkedIn API documentation — checked 2026-11-09
- LinkedIn user agreement — checked 2026-11-09
Get LinkedIn data with a catalogue Actor
LinkedIn Company Headcount & Team Directory Scraper returns 4 of 8 core LinkedIn fields at $0.99 per 1,000 results. Compare all 27 LinkedIn routes.