Data & Analytics Teams. Turn IP Data into Reliable Analytical Signals.
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",
Data and analytics teams rely on high-quality signals to understand behavior, train models, and generate insight at scale. Spur provides stable, enriched IP data that enables deeper analysis without the noise and inconsistency of basic flags.
Poor Data Quality Undermines Analytical Insight.
Analytics teams depend on consistent, well-structured data to identify patterns across historical and real-time datasets. However, basic IP attributes and unstable enrichment sources introduce noise that weakens correlation, model training, and downstream analysis. When features change or lack context, insights become unreliable.
Spur delivers high-fidelity, infrastructure-aware IP enrichment with consistent schemas and historical depth, enabling data teams to analyze behavior, train models, and generate insights with confidence.
Build Better Models with High-Fidelity Enrichment Data.
Spur delivers high-quality, infrastructure-aware IP enrichment that enables data and analytics teams to mine stable features, train models effectively, and generate insights from historical and real-time datasets.
Global Technology Company Improves Fraud Modeling with Enriched IP Data
A global technology company strengthened its fraud and risk models by enriching historical and real-time datasets with high-fidelity IP intelligence.
By incorporating stable attributes such as proxy usage, ASN, and infrastructure type, the data team improved feature quality, reduced noise in training data, and increased confidence in model outputs without relying on brittle IP reputation flags.
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.)
Strengthen Every Team’s Visibility with Verified IP Intelligence.
Turn IP Data Into Model-Ready Signals.
Enrich datasets with stable, high-fidelity IP intelligence to power analytics, train ML models, and generate reliable insight across historical and real-time workflows.
