Real-time bot detection and traffic quality scoring for programmatic advertising. Pre-bid filtering, zone reputation analysis, and multi-layer fraud prevention.
Sec-Fetch, ASN analysis, CrowdSec, FireHOL, UA forensics, burst detection, and more.
In-memory scoring with APCu caching. No external API calls in the critical path.
Per-geo bid windows, time-of-day optimization, and MaxMind ASN verification.