Session Enrichment.
Detect anonymized sessions and coordinated abuse in real time.
Monocle Session Enrichment enables your security and fraud teams to log, filter, or block bad traffic – defending your digital platforms with minimal user friction.
Spur Monocle Session Enrichment passively correlates IP intelligence with live session telemetry to detect automation, anomalies, and abuse in real time. Deployed via a lightweight JavaScript snippet, it operates entirely at the edge – without cookies, tracking, or centralized storage.
Modern abuse doesn’t occur in isolation; it unfolds across distributed sessions and devices. By combining session data with Spur’s global IP intelligence, Monocle exposes coordinated fraud and automation that traditional IP or device fingerprinting tools can’t detect.
Benefits:
- Detect coordinated automation and credential abuse in real time.
- Correlate behavioral and network indicators to identify hidden threats.
- Strengthen investigations and response workflows without adding friction for legitimate users.
How Spur Detects Anonymized Sessions
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Assess:
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Correlate:
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Act:
Why Teams Choose Spur Session Enrichment
Gain Deep, Actionable Insights into User Behavior
Monocle session enrichment delivers session insights that can accelerate your perimeter defense initiatives against growing anonymization threats.
01Traffic Intelligence
Where Spur Session Enrichment Delivers Value
Trusted by Teams Who Need to See What’s Real.
Read Case StudySocial Media Platform:
Stopped account farming by correlating residential proxy detection with session behavior.
Read Case StudyOnline Retailer:
Detected coordinated scalping by correlating anonymized sessions during major product releases.
Read Case StudyGaming Company:
Exposed proxy-backed abuse by enriching sessions with infrastructure and provider attribution.
Detect automation and abuse hidden behind residential IPs.
Map connections with verified geographic accuracy.
Detect agentic activity and automation.
Review Spur’s 20+ enrichment attributes for transparency and precision.
Real-time enrichment for authentication and fraud detection.
Full dataset for large-scale analysis or compliance workflows.
Connect Spur data directly into your security and analytics tools.
FAQs About Spur Session Enrichment
A lightweight JavaScript snippet integrates into any web framework; assessments are performed passively at the edge.
No. Monocle performs all analysis without storing user identifiers or session cookies.
Over 20 attributes combining IP enrichment (geo, ASN, proxy/VPN type) and behavioral telemetry.
All processing occurs at the edge; encrypted results are sent to your web server for controlled evaluation.
Monocle uses a Policy API to enable blocking decisions in real-time. For example, custom, granular rules enable you to block all anonymous users; connections that come from VPNs, proxies, datacenters, or RDP; when there is a mismatch in IP information; assessments from specific countries, and more.
With this level of granularity, security teams can flexibly apply user friction policies based on ground truth data, reducing the risk of blocking legitimate user sessions.
See What's Happening Inside Each Session.
Detect automation, abuse, and anonymized access across user sessions with real-time, privacy-first session enrichment from Spur.
