Everyone says native is cleaner than display. The fraud says otherwise.

The pitch: native is in-content, harder to spoof, premium-by-design. Reality: native runs on the same programmatic pipes, the same SSPs, the same sketchy long-tail supply as display. Made-for-advertising sites just dress their junk as "recommended content" now.

Native actually has a worse tell: it's prone to forced-render and auto-refresh tricks because the unit blends in, so nobody notices it reloading. A "native" placement refreshing every 15 seconds manufactures impressions invisibly.

Same plumbing, fancier wrapper. Run your IVT filters on native exactly as hard as display. Probably harder.