How does Monocle deploy?

A lightweight JavaScript snippet integrates into any web framework; assessments are performed passively at the edge.

Does it require local storage or cookies?

No. Monocle performs all analysis without storing user identifiers or session cookies.

What data is included in a session assessment?

Over 20 attributes combining IP enrichment (geo, ASN, proxy/VPN type) and behavioral telemetry.

How is privacy maintained?

All processing occurs at the edge; encrypted results are sent to your web server for controlled evaluation.

Session Enrichment with Monocle – Detect Anonymized Sessions

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.

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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:
Passive JavaScript snippet collects session-level telemetry at the edge.
02
Correlate:
Spur enriches each session with IP intelligence and anonymization context in real time.
03
Act:
The encrypted session assessment is returned to your web server for automated decisions or investigations.

Why Teams Choose Spur Session Enrichment

Assesses individual sessions and devices passively and in real time to detect users coming from anonymized VPNs and proxy networks.

Passive Session-Level Detection

Assesses individual sessions and devices passively and in real time to detect users coming from anonymized VPNs and proxy networks.

Quick Insights

Includes a live dashboard for visibility into session attributes and network behavior.

Privacy-First Design

Runs assessments at the edge, not in centralized stores – no cookies, no user tracking, and no monetization of session data.

Broad Coverage

Extends Spur’s global intelligence to hundreds of millions of anonymized IPs and 1,000+ VPN and proxy services, detecting new infrastructure on first use.

Rule-Based Actions

Enables real-time policy decisions – restrict, challenge, or block sessions based on geo, agentic, proxy, or VPN attributes.

Actionable Findings

Sends encrypted assessments to your web server for automated response or logged analysis.

Fast, Flexible Deployment

Deploys via a lightweight JavaScript utility in minutes; integrates with common front-end frameworks like React, Angular, or Vue.

Depth of Attributes

Delivers 20+ transparent session attributes – including geo, ASN, proxy/VPN attribution, device type, connection type, and tunnel entry/exit context – never opaque scoring.

Use Cases

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Reveal proxy-driven payment, identity, and transaction abuse.

Customer Success

Trusted by Teams Who Need to See What’s Real.

Social Media Platform:
Stopped account farming by correlating residential proxy detection with session behavior.
Read Case Study
Online Retailer:
Detected coordinated scalping by correlating anonymized sessions during major product releases.
Read Case Study
Gaming Company:
Exposed proxy-backed abuse by enriching sessions with infrastructure and provider attribution.
Read Case Study