Detect Bots & Automation Abuse. Expose Hidden Automation at Scale.

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",

Automated abuse is driven by attackers using scripts and residential proxy infrastructure to make large-scale automation resemble real user activity. Spur exposes the anonymized infrastructure behind automated traffic, enabling teams to detect and control abuse across applications and APIs.

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Automation Blends Into Legitimate Application Traffic.

Automation targets applications and APIs through scraping, account farming, and scripted interactions that degrade availability and trust. As bots rotate infrastructure and mimic real users, rule-based and behavior-only defenses become brittle at scale.

Spur adds a durable infrastructure signal that helps teams identify and manage automated abuse even as tactics, tooling, and traffic patterns evolve.

How Spur Detects Bots & Automation Abuse.

Spur provides infrastructure-level visibility that helps security and fraud teams detect detect bot and AI abuse, apply targeted controls, and protect applications at scale.

Identify scripted traffic routed through residential proxies, VPNs, and other anonymizing infrastructure used to evade traditional bot controls.

Detect proxy-backed automation

Identify scripted traffic routed through residential proxies, VPNs, and other anonymizing infrastructure used to evade traditional bot controls.

Expose automation that mimics real users

Reveal infrastructure signals that persist even when bots are designed to replicate human behavior and session patterns.

Protect applications and APIs at scale

Apply consistent automation controls across web applications and APIs without relying on brittle, endpoint-specific techniques.

Make real-time enforcement decisions

Spur delivers low-latency enrichment via API or session enrichment, enabling immediate enforcement against abusive automation without interrupting legitimate users.

Attribute abuse to real infrastructure

Gain visibility into proxy services and networks attackers use to generate automated traffic, whether analyzing live sessions or reviewing activity at scale with on-prem data feeds.

Analyze automation campaigns and tune controls

Leverage on-prem data feeds to analyze historical bot traffic, identify infrastructure reuse, and refine automation defenses based on observed abuse patterns.

Reduce false positives for legitimate users

High-fidelity infrastructure attribution minimizes unnecessary challenges, preserving performance and user experience.

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.

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Identify VPN services used in authentication and fraud workflows.

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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.)

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Where Spur Strengthens Every Layer of Defense.

Prevent Fraudulent Account Creation (KYC)

Detect fraudulent sign-ups and block account farms at registration.

Stop Account Takeovers (ATO)

Identify anonymized logins and credential-stuffing attacks in real time.

Validate candidate authenticity and prevent automated submissions.

See Automation Others Miss.

Expose proxy-backed bots, scripted abuse, and agentic activity using network-level intelligence that scales across applications and APIs.

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Detect Bots & Automation Abuse. Expose Hidden Automation at Scale.

Automation Blends Into Legitimate Application Traffic.