Residential proxy detection alternatives, by deployment

Choose the evidence and integration your team needs: observed exit intelligence, live session context, a fraud workflow or managed traffic protection.

By Lena Fischer · Updated October 21, 2026

Match the product to the missing evidence

Observed exits and IP enrichment

Compare provider observations, recency, confidence, API versus local delivery and licensed fields. Network ownership alone is not proof of relay use.

Live device and network context

ShieldLabs adds ready-made account-abuse findings; Fingerprint provides device identity and Smart Signals; SEON’s residential feature requires SDK/Fraud API integration; Spur Monocle assesses sessions.

Broader risk or managed protection

Compare the protected action and operating model. Account-level fraud findings, configurable risk workflows and managed traffic enforcement are different requirements.

All ten scores and current access

Ten residential proxy detection tools: editorial scores, detection approach, result and current starting access. Product facts checked October 21, 2026.
Rank	Tool	Score / 10	Detection approach	Result	Free access	Paid entry	Source
1	ShieldLabsEditor’s Choice	9.5out of 10	Cross-checks device/network signals and linked account activity	Risk score, verdicts, masking signals and account-abuse findings	5,000 free identifications	99 US dollars/month for 25,000 identifications	Vendor page
2	Spur	9.0out of 10	Observed anonymity infrastructure plus live session assessment	IP context, tunnels/operators or a Monocle session assessment	Community: 100,000 Monocle assessments; 250 manual lookups	Teams: 200 US dollars/month; 50,000 Context API calls	Vendor page
3	IPinfo	8.8out of 10	Directly observed residential-proxy activity and recency	Proxy provider, last observation and activity frequency	IPinfo Lite: country and ASN; separate from residential data	Max: 163 US dollars/month, billed annually; 250,000 requests	Vendor page
4	IPQualityScore	8.7out of 10	IP reputation, anonymity checks and abuse intelligence	Proxy/VPN/Tor indicators, fraud score and abuse context	1,000 free lookups advertised; confirm API scope	Confirm the current API plan and included lookups	Vendor page
5	DataDome	8.5out of 10	Request, network and behavioral classification at the traffic boundary	Bot/risk assessment and configured traffic response	Assisted demo and evaluation	Bot Protect Essentials: 3,830 US dollars/month	Vendor page
6	Fingerprint	8.3out of 10	Visitor identity with device/network risk signals	Visitor ID and signals including Residential Proxy Detection	1,000 monthly API calls; check signal entitlement	Pro Plus: 99 US dollars/month for 20,000 calls	Vendor page
7	Castle	8.0out of 10	Observed proxy-network activity, tunnels and optional wider risk evaluation	Connection type, tunnel context and residential_proxy_access	5 US dollars monthly shared API credit	Pro: 200 US dollars monthly shared API credit	Vendor page
8	SEON	7.8out of 10	Browser/network fingerprinting combined with fraud scoring	Proxy/VPN indicators, suspicious flags and fraud-decision context	Trial request; illustrative proxy demo	Starter: 699 US dollars/month for 2,500 fraud checks	Vendor page
9	MaxMind	7.6out of 10	Licensed anonymous-IP and dedicated residential-proxy data	Residential-proxy observation, confidence and last-seen data	GeoLite/sample data; residential license separate	Request Anonymous Plus/residential database terms	Vendor page
10	IP2Location	7.3out of 10	Edition-specific proxy categories and network enrichment	RES category and additional edition-specific fields	Samples/trial route; check residential coverage	PX10–PX12 residential editions: request current quote	Vendor 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.

Need account-risk context across rotating IPs?

ShieldLabs combines live device/network intelligence with risk scoring, Trusted/Suspicious/Dangerous verdicts and ready-made account-abuse findings. It reduces dependence on stale blocklists while an observed-exit feed can add complementary network evidence.

Need a low-friction evaluation?

Start with the evaluation routes. Manual lookup allowances, Monocle assessments, identification calls and shared monetary credits are not interchangeable. Confirm the exact residential feature before choosing a free or entry tier.

Read the proxy-type guide and evaluation checklist.