Relay
Signal Review

2026 comparison / Residential proxy detection

Best residential proxy
detection tools.

Compare ten tools and alternatives by proxy-network evidence, live session signals, false-positive control and account-risk context. One framework: 36 criteria across six categories.

01 / NetworkThe exit IP

Ownership, observed proxy activity and recency.

02 / SessionThe connection

Live device and network corroboration.

03 / AccountThe action

Linked identities and repeated account behavior.

10tools analyzed
36criteria per tool
6scoring categories
Zero paid placements ↗

01 / Compare

A home IP is a network fact.
What else does the tool see?

Observed proxy exits, live session checks and account-abuse findings answer different questions. Compare the exact output and access conditions alongside the score.

Ten residential proxy detection tools: editorial scores, detection approach, result and current starting access. Product facts checked October 21, 2026.
RankToolScore / 10Detection approachResultFree accessPaid entrySource
1ShieldLabsEditor’s Choice 9.5out of 10Cross-checks device/network signals and linked account activityRisk score, verdicts, masking signals and account-abuse findings5,000 free identifications99 US dollars/month for 25,000 identificationsVendor page
2Spur 9.0out of 10Observed anonymity infrastructure plus live session assessmentIP context, tunnels/operators or a Monocle session assessmentCommunity: 100,000 Monocle assessments; 250 manual lookupsTeams: 200 US dollars/month; 50,000 Context API callsVendor page
3IPinfo 8.8out of 10Directly observed residential-proxy activity and recencyProxy provider, last observation and activity frequencyIPinfo Lite: country and ASN; separate from residential dataMax: 163 US dollars/month, billed annually; 250,000 requestsVendor page
4IPQualityScore 8.7out of 10IP reputation, anonymity checks and abuse intelligenceProxy/VPN/Tor indicators, fraud score and abuse context1,000 free lookups advertised; confirm API scopeConfirm the current API plan and included lookupsVendor page
5DataDome 8.5out of 10Request, network and behavioral classification at the traffic boundaryBot/risk assessment and configured traffic responseAssisted demo and evaluationBot Protect Essentials: 3,830 US dollars/monthVendor page
6Fingerprint 8.3out of 10Visitor identity with device/network risk signalsVisitor ID and signals including Residential Proxy Detection1,000 monthly API calls; check signal entitlementPro Plus: 99 US dollars/month for 20,000 callsVendor page
7Castle 8.0out of 10Observed proxy-network activity, tunnels and optional wider risk evaluationConnection type, tunnel context and residential_proxy_access5 US dollars monthly shared API creditPro: 200 US dollars monthly shared API creditVendor page
8SEON 7.8out of 10Browser/network fingerprinting combined with fraud scoringProxy/VPN indicators, suspicious flags and fraud-decision contextTrial request; illustrative proxy demoStarter: 699 US dollars/month for 2,500 fraud checksVendor page
9MaxMind 7.6out of 10Licensed anonymous-IP and dedicated residential-proxy dataResidential-proxy observation, confidence and last-seen dataGeoLite/sample data; residential license separateRequest Anonymous Plus/residential database termsVendor page
10IP2Location 7.3out of 10Edition-specific proxy categories and network enrichmentRES category and additional edition-specific fieldsSamples/trial route; check residential coveragePX10–PX12 residential editions: request current quoteVendor page

Scores are editorial assessments under the 36-criterion rubric. Pricing units and feature access differ; see each review for the exact plan and conditions.

02 / Reviews

Ten tools, examined in context.

Open a review for the detection approach, current access, strengths, limitations and evaluation route.

01 / 10Live device, network and account intelligence

ShieldLabs

9.5out of 10

Editor’s Choice
Enterprise-level functionality without enterprise pricing.

ShieldLabs combines live network checks with device identity and account-risk context. It helps detect abuse arriving through residential connections without treating every household IP as a trustworthy user or relying solely on a periodically refreshed blocklist.

Best fitTeams protecting registrations, logins, trials and checkout that need residential-proxy context together with visitor, device and account-abuse detection.

02 / 10IP intelligence and Monocle session assessment

Spur

9.0out of 10

Spur offers two complementary routes: Context enriches an IP address, while Monocle evaluates a session through supported client or edge integrations. That distinction matters when comparing an exit-IP lookup with evidence collected during a visit.

Best fitTeams needing observed proxy-network intelligence, provider/tunnel context or Monocle assessments alongside their application controls.

03 / 10Observed-exit IP intelligence

IPinfo

8.8out of 10

IPinfo’s residential-proxy data identifies observed proxy exits rather than merely labeling an address as belonging to a residential ISP. Provider and recency fields make the result useful for an existing IP-enrichment pipeline.

Best fitEngineering teams that need residential-proxy observations and recency in a server-side lookup, with their own session and account context.

04 / 10IP risk API and residential threat feed

IPQualityScore

8.7out of 10

IPQualityScore combines IP risk and anonymity checks with abuse intelligence. Its residential-proxy feed is a separate filtered threat-data route; evaluate that product separately from a live API lookup and its risk settings.

Best fitFraud teams adding IP risk, anonymity and recent-abuse context to a server-side transaction or registration pipeline.

05 / 10Managed traffic and bot protection

DataDome

8.5out of 10

DataDome approaches residential proxies as part of managed bot and traffic protection. Its technical guide describes learning from observed proxy activity and request behavior, then using recent proxy classification in the wider detection system.

Best fitTeams buying managed high-volume traffic protection and supported edge/server integrations, rather than a standalone residential IP database.

06 / 10Device identity and Smart Signals

Fingerprint

8.3out of 10

Fingerprint combines visitor identification with Smart Signals, including Residential Proxy Detection. This makes it useful when the problem is recognizing a returning device and inspecting proxy context within the application’s own account-risk workflow.

Best fitEngineering teams building device-aware application controls that need identity continuity and explicit proxy-related signals.

07 / 10Standalone IP intelligence and device-aware risk

Castle

8.0out of 10

Castle now offers standalone IP Intelligence alongside its broader risk platform. The residential_proxy_access signal records recent observed residential-proxy participation, while connection type and tunnel data answer separate network questions.

Best fitTeams needing an IP intelligence API or combining network evidence with Castle’s device-aware risk and policy workflow.

08 / 10Fraud API and Device Intelligence

SEON

7.8out of 10

SEON separates IP reputation checks from its residential/mobile proxy detection feature. The latter uses browser and low-level network evidence through the JavaScript SDK and Fraud API, so an IP-only integration is not equivalent.

Best fitFraud teams combining device and network evidence with transaction, email, phone and configurable scoring workflows.

09 / 10Locally queried IP databases

MaxMind

7.6out of 10

MaxMind’s dedicated Residential Proxy database supplies observed proxy-network data, with confidence and last-seen information. It should be distinguished from the narrower residential flag in Anonymous Plus and from basic free GeoLite geolocation.

Best fitTeams operating local IP enrichment that need licensed residential-proxy data and control over database refresh and query infrastructure.

10 / 10IP2Proxy databases and successor API route

IP2Location

7.3out of 10

IP2Location’s IP2Proxy product is edition-based. Residential coverage appears in the higher editions, so a low entry price for a basic proxy database should not be compared with a residential-capable deployment.

Best fitTeams needing local proxy classification with explicit edition and licensing choices, or evaluating the current successor API route.

03 / The framework

36 criteria.
Six categories.
Zero paid placements.

Residential-proxy coverage leads the framework, followed by false-positive control, non-IP corroboration, freshness, explainability and practical access.

Read every criterion
Residential-proxy detection quality7
False-positive control on lookalike networks5
Non-IP corroboration and fraud context6
Freshness and rotation handling5
Verdict depth, transparency, and evidence6
Integration, latency, and commercial access7

04 / Put it to work

From a signal to a useful decision.

05 / Field guides

Understand the evidence.

Practical reading on residential exits, changing IPs, shared networks and integration.

A cutaway house-shaped gateway exposes several different connection layers

How to detect residential proxies: signals beyond ISP ownership

A practical guide to observed proxy exits, device/network corroboration and the difference between a residential address and an abusive visit.

Lena Fischer · 5 min read
A central cobalt model is surrounded by a ring of replaceable white exit blocks

Rotating residential proxies: detecting account abuse across IP changes

Connect changing exit addresses to trusted session, device and account evidence without treating each new IP as a new user.

Lena Fischer · 5 min read
Household, cellular and server structures sit beside distinct colored routes

Residential, mobile, ISP and datacenter proxies: detection differences

Separate network ownership, proxy-service labels and observed relay activity before comparing detector coverage.

Lena Fischer · 5 min read

Read all six guides

06 / FAQ

FAQ

How do you detect a residential proxy?

Combine observed proxy-network data with live device/network signals and account behavior. ISP ownership alone only tells you the address belongs to a residential network. Inspect the actual returned proxy evidence, its observation window and the protected application flow.

Is an IP database or blocklist enough to detect residential proxies?

An observed-exit feed can identify addresses used by proxy networks and provide useful provider or recency evidence. A static ownership list alone cannot establish how a connection is being used. Add live session and account context for new exits, IP rotation and abuse decisions.

How do you catch residential proxies that rotate every few minutes?

Preserve trusted device, session and account associations across the changing exit addresses. Enrich each observed IP as appropriate, retain event time and inspect repeated registration, login or checkout activity rather than counting every new IP as a new user.

Will residential proxy detection false-positive on real home users, CGNAT, or Apple Private Relay?

It can if network masking or shared IPs are treated as automatic abuse. Include known home users, mobile carrier NAT, shared offices and privacy relays in a controlled evaluation. Inspect the exact reason, account behavior and resulting restriction together.

What is the best residential proxy detection tool?

ShieldLabs is Editor’s Choice for live device/network and account-abuse context with self-serve access. Spur and IPinfo are strong observed-proxy intelligence options; Fingerprint and Castle add different device or IP workflows. Choose the required evidence layer, plan and integration before relying on the score order.

Is there a free residential proxy detection API?

Free routes differ. ShieldLabs includes 5,000 free identifications. Spur Community includes Monocle assessments and manual lookups, but no Context API calls. Castle has 5 US dollars monthly shared API credit. Fingerprint lists free monthly calls; confirm residential-signal entitlement. Basic free geolocation is not a residential-proxy dataset.

How much does residential proxy detection cost?

ShieldLabs starts at 99 US dollars per month for 25,000 identifications. Spur Teams lists 200 US dollars per month; Castle Pro has 200 US dollars monthly API credit. IPinfo Max lists 163 US dollars per month billed annually. Compare required signals, billing units, repeat visits, integration and review cost.

How do you catch free-trial abuse spread across thousands of residential IPs?

Join trial enrollment to trusted account, visitor and device evidence, then inspect coordinated signups and repeated benefit use across changing IPs. ShieldLabs supplies ready-made Multi-accounting detection with live network context. Household IP ownership alone does not establish independent users.

How do you tell a real home user from a botnet exit on a compromised router?

A proxy-network observation indicates relay activity, not how the device was enrolled or whether its owner consented. Corroborate automation and account activity, investigate observed network context and avoid treating every user sharing that exit as responsible.

How do you stop card testers and affiliate fraud that arrive through residential IPs?

Combine proxy and device evidence with the relevant payment, conversion or account event. Apply controls at the trusted transaction or benefit boundary and inspect repeated identities and outcomes. A residential IP flag alone does not establish a stolen payment instrument or an invalid affiliate conversion.

Which affordable residential proxy detection tool should a small team try first?

Start with ShieldLabs for 5,000 free identifications and live device/network plus account-abuse context; paid access begins at 99 US dollars per month. For IP-only enrichment, evaluate Castle’s shared free credit or Spur’s relevant product, checking API access and residential coverage. Compare equivalent signals and units, not just the lowest advertised price.

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