Three years of enforcement actions have reshaped the LinkedIn data landscape. Four categories of providers operate in 2026 — session-based, proxy-based, warehouse-style, and the long tail of grey-market scraping shops. This post maps them and where each actually fits.
The four categories
Session-based providers run inside the user's own LinkedIn session — that's LinkFetch. The user is the principal; data access tracks whatever they can already see. Proxy-based providers (Bright Data) rotate IPs and cookies at scale; coverage is high but legal exposure is real. Warehouse-style (Coresignal) licenses aggregate snapshots to enterprise buyers — fine for market research, useless for real-time enrichment. The grey-market long tail is a rotating cast of cheap APIs that disappear after enforcement waves.
Where compliance-first wins
Regulated buyers — banks, EU enterprise, agencies with DPA obligations — increasingly refuse proxy-based data sources. That's the wedge for session-based providers: slower to scale, but the compliance story doesn't require gymnastics. LinkFetch is aligned with GDPR and CCPA by design because the user's own session is the access boundary.
If you're evaluating providers for a regulated buyer, email info@linkfetch.io for our two-page DPA summary.