Structured engineering curriculum covering IP provenance & routing, multi-source fraud signals & leak defense, and weighted fit scoring for TikTok, Meta, E-commerce & AI.
Distinguish residential, CGNAT mobile, business, and datacenter ASNs plus RIR vs. BGP broadcast discrepancies.
Deep breakdown of residential, mobile CGNAT, business, and datacenter IPs, native vs broadcast routing, Geofeed fixes, dual-ISP labels, and proxy selection.
Calibrate IPQS, Scamalytics & AbuseIPDB signals, decode proxy detection, and seal WebRTC/DNS environment leaks.
Understand proxy/VPN/Tor flags, residential proxy SDK detection, IPQS & AbuseIPDB scoring differences, bot ratios, and WebRTC/DNS hygiene.
Apply 5-dimension platform weighting and red-line checks across TikTok, Facebook Ads, X, storefronts & AI apps.
How scenario fit scores combine hosting status, fraud signals, bot ratio, and nativeness across TikTok, Facebook Ads, X, E-commerce, Streaming & AI.
Inspect ASN type, native vs broadcast routing, fraud scores & WebRTC/DNS hygiene live.
Check current browser exit country, anonymizer flags, and local port/leak posture.
Detect bot bursts & recycled proxy checkouts from a Shopify storefront defense perspective.
