Go Beyond IP Data to Understand​ Anonymization Infrastructure​

IPinfo provides IP geolocation, ASN and network metadata, privacy detection, and residential proxy intelligence. Spur adds deeper context about VPN and proxy infrastructure, tunnel relationships, observed client populations, and active sessions to help security and fraud teams make more informed decisions.

See the Infrastructure Behind the IP Address​

IP geolocation and privacy classifications help identify where a connection appears to originate and whether its address is associated with anonymization. Investigating the service, tunnel, and client activity around that address requires additional context.

Spur connects IP intelligence to observed VPN and residential proxy services, tunnel relationships, client geography and concentration, and specific risk signals. These attributes help teams investigate suspicious connections and apply more targeted policies.

Explore an example of Spur's IP Context Object. Hover or tap​ each field to understand the intelligence behind it.

For more details on attributes surfaced by the Spur platform, visit Explore Our Data.

Key Benefits:

  • Identify VPN and proxy services, operators, and associated infrastructure.
  • Examine tunnel relationships and observed client geography, concentration, and behavior.
  • Use explainable attributes to inform investigations, additional verification, and customer-defined security policies.
Code background
> SRC {} .JSON
 1
{
 2
: {
 3
"NUMBER": 49981,
 4
"ORGANIZATION": "WORLDSTREAM"
 5
},
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: {
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"BEHAVIORS": ["FILE_SHARING", "TOR_PROXY_USER"],
 8
"CONCENTRATION": {
 9
"CITY": "POLĀIA KALĀN",
10
"COUNTRY": "IN",
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"DENSITY": 0.2675,
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"GEOHASH": "TSN",
13
"SKEW": 6762,
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"STATE": "MADHYA PRADESH"
15
},
16
"COUNT": 4,
17
"COUNTRIES": 2,
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"PROXIES": ["ABCPROXY_PROXY", "9PROXY_PROXY",
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"NETNUT_PROXY", "GOPROXY_PROXY"],
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"SPREAD": 4724209,
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"TYPES": ["MOBILE", "DESKTOP"]
22
},
23
: "DATACENTER",
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: "89.39.106.191",
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: {
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"CITY": "AMSTERDAM",
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"COUNTRY": "NL",
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"STATE": "NORTH HOLLAND"
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},
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: "WORLDSTREAM B.V.",
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: ["CALLBACK_PROXY", "TUNNEL",
32
"GEO_MISMATCH"],
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: ["OPENVPN"],
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: [
35
{
36
"ANONYMOUS": true,
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"ENTRIES": ["89.39.106.82"],
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"OPERATOR": "PROTON_VPN",
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"TYPE": "VPN"
40
}
41
]
42
}

All data shown is for demonstration purposes only. Actual enrichment results depend on your spur subscription and delivery method.

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From IP Data and Privacy Detection to Infrastructure Context

  • What IPinfo Provides

    IPinfo offers geolocation, ASN and network data, and specialized datasets for privacy detection, mobile carriers, companies, and other IP attributes. Its privacy offerings identify VPNs, proxies, Tor, relays, and residential proxy activity; supported products also provide service names, confidence or detection context, and last-seen information.

  • How Spur’s Approach Differs

    Spur specializes in the infrastructure and observed activity behind anonymized connections. Its IP geolocation is independently derived and validated using network telemetry, technical analysis, and ground-truth evidence rather than accepting operator-declared locations as direct corrections.

    For anonymization intelligence, Spur researches approximately 1,000+ VPN and proxy services and models tunnel operators, entry infrastructure, associated services, observed client counts, geography, concentration, and risk signals. Monocle extends Spur intelligence to active sessions so customer-controlled systems can make more specific policy decisions.

Spur vs. IPinfo: Compare IP Intelligence Capabilities

Both providers offer geolocation, VPN and proxy identification, and residential proxy intelligence. The differences include how geographic information is validated, the depth of infrastructure context, and how current observations inform security and fraud workflows.

Evaluation Area

IPinfo

Spur

Primary focus

Broad IP data: geolocation, ASN, network, company, carrier, privacy and other datasets

Infrastructure attribution, IP intelligence, and session enrichment for security and fraud prevention use cases

IP geolocation

Geolocation and geographic accuracy metadata in supported products

Independently derived and validated geolocation using network telemetry, technical analysis, and ground-truth evidence, alongside infrastructure and client context

VPN and proxy detection

VPN, proxy, Tor and relay detection; service names in supported products

VPN and proxy detection with service, infrastructure, tunnel and observed client attributes

Residential proxy detection

Dedicated residential proxy API and databases; service, last-seen and activity-frequency data

Residential proxy intelligence with associated network, client, and infrastructure attributes; observed IP associations are reviewed as networks change

Provider attribution

Privacy provider name in supported products

Attribution informed by research into approximately 1,000+ VPN and proxy services, with associated infrastructure and supported tunnel context

Tunnel intelligence

Privacy and provider attributes; no directly comparable structured tunnel relationships in reviewed public schema

Tunnel type, operator, observed entry infrastructure, and associated services

Client context

Detection, network and activity metadata; no directly comparable client-population structure in reviewed schema

Observed client types, counts, geographic distribution, concentration, and behaviors

Freshness and IP aging

Recency and observation metadata in supported privacy products; data refresh cadence varies by offering

Daily feed refreshes and reassessment of observed IP-to-service associations, including aging out associations that are no longer supported by current observations

Risk and decision context

Privacy classification and supporting confidence, inference or recency metadata in supported products

Explainable infrastructure and observed risk attributes for customer-defined policies

Session-level intelligence

IP data and privacy signals for use within downstream applications

Real-time session enrichment through Monocle for application and edge policy workflows

Data delivery

APIs and downloadable databases in formats that vary by product

Context API; On-Prem Data Feeds; Monocle session enrichment; Integrations

Comparison reflects publicly documented capabilities as of October 2026. Feature availability varies by product, subscription, and data coverage.

Turn Anonymization Signals into Better Security Decisions

Knowing that an IP is associated with a VPN or residential proxy is useful. Understanding the infrastructure and observed client context can help determine how to respond.

Residential proxy traffic can appear to originate from ordinary ISP or mobile connections. A provider label and recent observation help identify the activity, but may not explain the broader infrastructure context.

Spur provides additional proxy-network, tunnel, service, and observed client attributes that can help teams distinguish relevant infrastructure patterns and investigate suspicious activity.

Proven Results with Infrastructure-Aware IP Intelligence

Organizations use Spur to strengthen security and fraud detection while preserving legitimate user experiences.

  • 40%+

    A major financial institution reduced successful account takeovers by more than 40% after incorporating Spur IP intelligence into authentication workflows, without adding meaningful user friction.

    [Read the Case StudyArrow Right]
  • 7x

    A technology company increased accuracy in identifying true positives by 7x after incorporating Spur data into its fraud and login analysis.

    [Read the Case StudyArrow Right]
  • 90%+

    A global technology company reduced fraudulent account creation by more than 90%, saving more than $500,000 and achieving approximately 40× ROI.

    [Read the Case StudyArrow Right]

Spur and IPinfo: Frequently Asked Questions

Yes. Spur can complement an existing IPinfo deployment by adding infrastructure attribution, tunnel intelligence, and observed client context to existing IP enrichment and security workflows. Teams can run both sources in parallel, measure incremental value on representative traffic, and decide whether to keep both or consolidate based on requirements and results.

IPinfo provides broad IP data, including geolocation, ASN, carrier, company, and privacy information, as well as residential proxy detection in supported offerings. Spur focuses on infrastructure attribution and the observed client, service, and tunnel context surrounding anonymized connections. Monocle adds session enrichment for use with existing application and edge controls.

Yes. IPinfo offers VPN and proxy detection, service/provider identification, and residential proxy data, including last-seen and activity-frequency fields in supported products. Spur adds a different layer of context about supported tunnel relationships, observed client populations, infrastructure associations, and specific risk signals. Compare available attributes and coverage for the traffic you care about.

For use cases centered on geolocation, IP enrichment, VPN and residential proxy detection, and security or fraud intelligence, Spur may be an alternative or supplement, depending on required fields and delivery. IPinfo also supplies general-purpose datasets, such as company, carrier, hosted-domain, and WHOIS information, that may be important to other workflows. Replacement should be assessed against the exact data and integration requirements.

IPinfo identifies categories such as VPN, proxy, relay, Tor, and residential proxy, and its supported products supply provider names and detection or activity metadata. Spur adds a structured view of anonymization infrastructure, including supported tunnel, service, observed client, geographic, and risk attributes. This can help distinguish an IP classification from the broader context needed for an investigation or policy.

Spur provides real-time IP intelligence through Context API and session enrichment through Monocle. Teams can use this context in authentication, account creation, fraud, and application-security workflows. Monocle generates session assessments and policy recommendations; enforcement is executed by the customer or integrated control layer.

Run a representative side-by-side test across the IPs and events that matter to your environment. Compare residential proxy and VPN detections, provider attribution, coverage, missing fields, recency, client and tunnel context, and false positives against reliable internal labels. Evaluate update cadence, API or feed integration, latency, operational impact, and total cost. Compare like-for-like IPinfo plans and datasets rather than assuming all features are included in every tier.

See What Spur Adds to Your IP Intelligence

Whether you use IPinfo today or are evaluating an alternative, Spur can add deeper anonymization infrastructure, service, and observed client context to your security and fraud workflows. Test the difference on your own traffic and decide where the additional intelligence creates value.

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