TL;DR
The most used LinkedIn scraper on Apify is LinkedIn Jobs Scraper by Curious Coder, with 139,149 users. For profile data, pick LinkedIn Profile Scraper by HarvestAPI: 64,688 users, 4.5 stars, emails included, and no LinkedIn cookies needed. The no-cookie detail matters most. It means no account of yours is on the line.
Direct answer: it depends on whether you want jobs or people. For job postings, use LinkedIn Jobs Scraper by Curious Coder, the most used LinkedIn actor on Apify at 139,149 users with a 4.5 rating. For profiles, use LinkedIn Profile Scraper by HarvestAPI: 64,688 users, 4.5 stars from 81 reviews, and it finds work emails without ever touching your LinkedIn login.
One rule sorts this whole category: prefer actors marked "no cookies". Cookie-based scrapers borrow your LinkedIn session, and LinkedIn restricts accounts it catches. Every top pick below works without cookies.
The 7 Best LinkedIn Scrapers, Compared
| Scraper | Users | Price | Rating | Best For |
|---|---|---|---|---|
| LinkedIn Jobs Scraper | 139,149 | Pay per result | 4.5 (133) | Job postings at scale |
| LinkedIn Profile Scraper + Email | 64,688 | Pay per result | 4.5 (81) | Profiles with emails, no cookies |
| Mass LinkedIn Profile Scraper | 62,726 | Pay per result | 3.6 (161) | High-volume profile pulls |
| LinkedIn Profile Search Scraper | 38,768 | Pay per result | 4.3 (92) | Finding people by search filters |
| LinkedIn Jobs Scraper (Bebity) | 35,259 | $29.99/month | 4.3 (61) | Flat-rate jobs monitoring |
| Profile Details Scraper + Email | 18,591 | Pay per result | 4.7 (64) | Deep single-profile detail |
| LinkedIn Profile Scraper (ParseForge) | 162 | See current actor pricing | Unrated | Simple profile pulls, small jobs |
1. LinkedIn Jobs Scraper (Curious Coder)
The most used LinkedIn actor on the platform. Feed it a jobs search URL and it returns titles, companies, locations, salaries when shown, and full descriptions. Recruiters track competitors with it. Sales teams mine it for hiring signals, because a company hiring five sales reps is a company about to buy tools.
2. LinkedIn Profile Scraper + Email (HarvestAPI)
Our profile pick. It takes profile URLs, returns full public profiles, and adds work emails where it can find them. No cookies, so nothing you own is at risk. The 4.5 rating over 81 reviews is strong for a category LinkedIn actively fights.
3. Mass LinkedIn Profile Scraper (dev_fusion)
Nearly the same user count as HarvestAPI but a weaker 3.6 rating across 161 reviews, with complaints about stale data on some profiles. It stays on the list because high-volume users like its throughput. Test both on the same 100 profiles and compare.
4 to 6. Search, Bebity, and apimaestro
HarvestAPI’s Profile Search Scraper finds people by title, company, and location filters, so it starts from a query instead of a URL list. Bebity’s Jobs Scraper is a flat $29.99 monthly rental, cheaper than pay-per-result once you pass a few thousand jobs a month. The apimaestro Profile Details Scraper has the best rating in the group at 4.7 and returns the deepest single-profile data.
7. LinkedIn Profile Scraper (ParseForge)
It pulls public profiles with its own pricing terms and a small input surface. If the bigger actors feel like overkill for a 50-profile job, it is a clean option that sets up in under a minute. For volume, use HarvestAPI above.
How We Ranked These
These comparisons use saved Apify platform data from August 2026, ordered by recorded users and ratings. Those counts do not establish reliability or repair time. Confirm current pricing and maintenance on Apify.
When None of These Fit
Need full Sales Navigator exports, or data behind your own login? That is cookie territory, with real account risk, and we do not recommend it. A DIY build faces the same problem plus LinkedIn’s legal team. For public data, a maintained no-cookie actor is the sane path.
Try the Top Picks Free
Review current actor charges before using Apify plan credits. Credits do not guarantee a fixed number of results.
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