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Best LinkedIn scraper on Apify - July 2026 Audit
Audited 2026-07-24 · metadata scan (live platform signals, no marketing copy) · methodology
Winner today: LinkedIn Profile Scraper + Email ✅ No Cookies at 98/100. This page is regenerated from a fresh audit on the date above. Rankings move when actors improve or rot. Do not trust a listicle older than its data: rerun this audit yourself with the command at the bottom.
The ranking
Candidates are the top results for "linkedin scraper" on the Apify store at audit time, scored on measured signals: 30-day reliability, maintenance freshness, permission posture, pricing transparency, publisher health, and more. All criteria.
The receipts
LinkedIn Profile Scraper + Email ✅ No Cookies - 98/100
- Pricing Transparency: 100 - Pricing model: PAY_PER_EVENT.
- Marketplace 30-Day Reliability: 100 - 4317342 succeeded / 4328385 total runs in last 30 days (99.7% success rate). Failed: 8882, Timed out: 1394, Aborted: 767.
- Rot Check: 100 - Last modified 3 days ago (2026-07-21).
- Listing Freshness: 100 - Last modified 3 days ago.
LinkedIn Jobs Scraper | Remove Duplicate Jobs | Pay Per Result - 95/100
- Pricing Transparency: 100 - Pricing model: PAY_PER_EVENT.
- Marketplace 30-Day Reliability: 97 - 107918 succeeded / 111365 total runs in last 30 days (96.9% success rate). Failed: 51, Timed out: 479, Aborted: 2917.
- Rot Check: 100 - Last modified 4 days ago (2026-07-20).
- Listing Freshness: 100 - Last modified 4 days ago.
Linkedin Profile Scraper with Email & Company Data (No Cookie) - 95/100
- Pricing Transparency: 100 - Pricing model: PAY_PER_EVENT.
- Marketplace 30-Day Reliability: 100 - 307143 succeeded / 308544 total runs in last 30 days (99.5% success rate). Failed: 0, Timed out: 29, Aborted: 1372.
- Rot Check: 100 - Last modified 52 days ago (2026-06-02).
- Listing Freshness: 94 - Last modified 52 days ago.
Linkedin Jobs Scraper - 92/100
- Pricing Transparency: 100 - Pricing model: PAY_PER_EVENT.
- Marketplace 30-Day Reliability: 99 - 370173 succeeded / 375071 total runs in last 30 days (98.7% success rate). Failed: 1395, Timed out: 1630, Aborted: 1873.
- Rot Check: 100 - Last modified 0 days ago (2026-07-24).
- Listing Freshness: 100 - Last modified 0 days ago.
✨Mass Linkedin Profile Scraper with Email 📧 (No Cookies) - 78/100
- Pricing Transparency: 100 - Pricing model: PAY_PER_EVENT.
- Marketplace 30-Day Reliability: 100 - 1445925 succeeded / 1446413 total runs in last 30 days (100.0% success rate). Failed: 23, Timed out: 368, Aborted: 97.
- Rot Check: 100 - Last modified 1 days ago (2026-07-23).
- Listing Freshness: 100 - Last modified 1 days ago.
Rerun this audit yourself
Every score above is reproducible right now. No account needed for the free metadata mode:
curl -X POST https://audit-tools.ai/api/evaluations \
-H "Content-Type: application/json" \
-d '{"targets": ["harvestapi/linkedin-profile-scraper","dev_fusion/Linkedin-Profile-Scraper","curious_coder/linkedin-jobs-scraper","cheap_scraper/linkedin-job-scraper","datadoping/linkedin-profile-scraper"], "mode": "metadata"}'
AI agents can pay per report with USDC via x402 or use the MCP setup in the docs. See the API reference.
Generated by Audit Tools: measured, not marketed. Scores where our own products lose stay published.