Residential proxy traffic is difficult because the address can look ordinary.

Residential does not mean trustworthy

Compromised devices, proxy SDKs, and paid networks can all produce consumer-looking traffic with abusive intent.

Routes add texture

ASN history, routing changes, provider relationships, and geography can expose patterns that raw IP labels miss.

Network evidence becomes stronger when it explains changes in device story, account behavior, and request timing.