Why are residential proxies commonly used by bots and automation frameworks?
Residential proxies help automation traffic blend into legitimate consumer traffic by routing requests through real ISP-assigned IP addresses. This makes automated activity more difficult to identify using traditional bot detection techniques that rely heavily on datacenter identification or IP reputation.
Similar questions
How can organizations use Spur IP intelligence within a fraud decisioning workflow?
Many organizations incorporate Spur IP intelligence into risk-scoring models, adaptive authentication systems, transaction reviews, account creation workflows, and trust-and-safety investigations. Spur IP intelligence is most effective when combined with behavioral, device, and identity signals.
Can Spur IP intelligence help identify coordinated fraud rings?
Fraud rings frequently share infrastructure, anonymization services, proxy providers, or geographic patterns. Spur's Infrastructure-level intelligence can help uncover relationships that may not be visible when reviewing accounts individually.
How can organizations reduce false positives when using Spur IP intelligence?
Organizations should avoid making decisions based on a single signal. VPN usage, proxy detection, geographic anomalies, and infrastructure classifications are most effective when evaluated together with customer history, transaction context, and other risk indicators.
How do fraudsters use VPNs and residential proxies when creating fake accounts?
Fraudsters use anonymization services to make account creation activity appear to originate from many different users and locations. VPNs, residential proxies, and mobile proxies enable attackers to distribute activity across large IP pools, making automated signups more difficult to detect using traditional controls.
Why isn't traditional IP geolocation enough to enforce geographic restrictions?
Traditional geolocation only identifies where an IP address appears to be located. It does not reveal whether traffic is being routed through a VPN, residential proxy, mobile proxy, or other anonymization service. As a result, users can appear to originate from approved locations while actually operating elsewhere.
Related guides & explainers
Why Residential Proxy Classifications Can Appear on Legitimate Infrastructure
Residential proxy networks recruit real consumer devices to relay traffic, so a legitimate ISP's own IP ranges can show a residential-proxy classification without the ISP's knowledge or involvement.
What "Client Proxies" Means in Spur Data
"Client Proxies" in Spur data describes proxy-network activity Spur observed coming from an IP — it does not mean the IP is owned or operated by the listed provider.
Entrance IPs vs. Exit IPs for Anonymizing Tunnels
Some anonymizing tunnel configurations route through shared infrastructure, like Cloudflare, before reaching the tunnel operator's own exit point. Here's why blocking the entrance IP can affect unrelated legitimate traffic, and what to enforce on instead.
Troubleshooting Sign-in, SAML and SSO
Can't sign in to Spur? Work through the common causes: how sign-in works, corporate email checks, password resets, finding your organization, and SAML single sign-on.