Tools + methods for refreshing your LinkedIn connection archive in 2026. Bright Data top pick; cookie-handoff SaaS now dangerous post Q1-2026 fingerprinting update. See docs/research/linkedin-mutuals-scraping.md for full writeup.
PublicOwned byJacob ColeSource:Agent research 2026-05-16 (parallel to Facebook research at docs/research/facebook-mutuals-scraping.md)
**My 2026 pick: Bright Data LinkedIn Scraper API for bulk refresh + 150-line Playwright/Python URL reconciliation script.**
Why: ~$830 one-shot for all 16,600 connections. Runs from Bright Data's infra (my account never authenticates). Survived Q1-2026 LinkedIn detection update. Cookie-handoff SaaS (Phantombuster, Apify bebity, Wiza, Evaboot) is now meaningfully more dangerous to my account than 12 months ago.
⚠️ Time-sensitive caveat: LinkedIn deployed session-fingerprinting in Q1-2026 that flags bots in 48 hours (was weeks). HeyReach was banned March 2026.
Baseline: unlinked.ai already has 16,600 connections via LinkedIn's official data export (ToS-clean, but stale by design — refresh quarterly).
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