Retail & E-Commerce. Stop abuse without disrupting buyers.
1 "client": {2 "city": "Weldon Springs"3 "behaviors": ["TOR_PROXY_USER"],4 "concentration": {5 "country": "US",6 "density": 0.202,7 "geohash": "9yz",8 "skew": 45,9 "state": "Missouri",
Retail and e-commerce platforms face constant abuse from bots, account takeovers, and proxy-backed fraud that erodes revenue and customer trust. Spur exposes anonymized infrastructure behind sessions, helping retailers stop abuse while preserving fast, frictionless shopping experiences.

Abuse Scales Quickly Across Open Commerce Platforms.
Online retailers rely on open access for discovery, checkout, and fulfillment, creating opportunities for attackers to exploit scale. Fraud rings use VPNs, residential proxies, and automation to conduct account takeovers, scalping, promo abuse, and fake account creation that bypass basic controls.
When abusive traffic looks legitimate, teams are forced to choose between lost revenue and customer friction. Spur delivers infrastructure-aware session intelligence that helps retailers identify masked abuse, protect revenue, and maintain customer experience at scale.

Prevent Fraud, Bot Abuse, and Inventory Manipulation.
Spur provides infrastructure-aware session intelligence that helps retailers identify proxy-backed abuse, stop automated fraud, and protect revenue without slowing down legitimate shoppers.
Online Retailer Prevents Large-Scale Scalping Automation
An online retailer prevented large-scale scalping and automated purchasing by detecting bot traffic routed through residential proxy networks during major product releases.
By exposing proxy-driven automation at scale, the retailer protected inventory availability and reduced abuse without blocking legitimate customers.
Evidence You Can Act On.
Spur’s verified IP intelligence helps teams move faster, detect more, and protect what matters – without adding friction for real users.
230M+
Unique anonymized IPs detected every 90 days, distilled into 60M suspect IPs daily
1000+
VPN and proxy services detected
20+
Enrichment attributes for full context (geo, ASN, proxy type, device, tunnel entry/exit, etc.)
Reveal the truth hiding in plain sight across the sectors Spur protects.
Further Reading & Insights
Stop Abuse Without Slowing Sales.
Detect proxy-backed bots, prevent account takeovers, and protect inventory and revenue with infrastructure-aware session intelligence built for high-volume retail environments.













