Proxy Detection API: Advanced Fraud Prevention and IP Intelligence Solutions

In the digital age, where cyber threats evolve rapidly, distinguishing genuine users from bots, proxies, and malicious actors is paramount for businesses worldwide. IPQualityScore (IPQS) delivers cutting-edge Proxy Detection API, empowering enterprises to combat fraud, secure transactions, and enhance user experiences. With over a decade of expertise in IP reputation and threat intelligence, our API analyzes billions of data points daily, achieving 99.99% uptime and sub-50ms response times. Trusted by Fortune 500 companies, e-commerce giants, and fintech leaders, IPQS processes millions of queries per second—helping you block VPNs, proxies, Tor networks, and abusive traffic before it impacts your bottom line.
Our Proxy & VPN detection service integrates seamlessly into your stack, offering real-time insights via RESTful endpoints. Whether you’re preventing account takeovers, stopping chargebacks, or ensuring compliance, we provide granular risk scoring without compromising privacy (GDPR and CCPA compliant). Skip outdated blacklists and manual reviews—leverage machine learning models trained on 25+ years of behavioral data for unparalleled accuracy.
What Is Proxy Detection and Why Is It Essential?
Proxy detection identifies IP addresses routing through anonymizers like VPNs, proxies, data centers, or residential proxies, flagging potential fraud risks. In an era of sophisticated attacks—where 40% of online traffic is bot-driven (per industry reports)—accurate detection prevents:
- Fraudulent Activities: Bonus abuse, fake accounts, and payment fraud costing businesses $50B+ annually.
- Security Threats: Credential stuffing, DDoS attacks, and ad fraud via hidden IPs.
- Compliance Issues: KYC/AML violations in fintech or geo-restrictions in streaming/media.
- User Experience Degradation: Bots skewing analytics, inflating metrics, or scraping content.
IPQS goes beyond basic geo-IP lookups. Our API cross-references 100+ signals, including connection anomalies, abuse velocity, and device fingerprints, delivering a comprehensive risk score (0-100). Low scores indicate clean traffic; high scores signal proxies or abusers. Supports IPv4/IPv6, with abuse history dating back years—ideal for real-time decisions in login flows, checkout processes, or API gateways.
Key Insight: Unlike legacy solutions with 70-80% accuracy, IPQS boasts 95%+ detection rates for residential proxies and VPNs, reducing false positives by 90% through proprietary ML algorithms.
Core Features of the IPQS Proxy Detection API
Our API is engineered for scalability, security, and ease-of-use, with robust documentation and SDKs in 10+ languages (Python, PHP, Node.js, etc.). Here’s what sets us apart:
1. Real-Time IP Analysis
- Detects proxies, VPNs, Tor exits, hosting providers, and public hotspots.
- Flags crawled IPs, bots, and malicious user agents.
- Response Time: <50ms globally via edge cached nodes.
2. Advanced Risk Scoring
- Fraud Score: Overall risk (0-100) based on proxy type, recent abuse, and velocity.
- Proxy/VPN/Tor Indicators: Boolean flags with confidence levels.
- Connection Type: Residential, mobile, data center, or education/government.
- We distinguish between residential, mobile and datacenter proxy connections, enabling policies that block hosting-provider traffic while allowing legitimate carrier/ISP usage.
3. Enrichment Data
- Geolocation: Country, city, ZIP, latitude/longitude (accurate to 1-mile radius).
- Device & OS Intelligence: Browser fingerprints, OS version, and mobile carrier.
- Email/Phone/User Verification: Bundle with our suite for multi-factor fraud checks.
4. Customizable Rules Engine
- Set thresholds (e.g., block scores >75).
- Whitelabel IPs or integrate with SIEM tools like Splunk.
- Bulk Queries: Process up to 10,000 IPs per request for batch analysis.
5. Enterprise-Grade Security & Support
- API Keys with IP whitelisting and rate limiting.
- SOC 2 Type II certified; encrypted endpoints (TLS 1.3).
- 24/7 monitoring, SLAs up to 99.999%, and dedicated account managers for tiers above 1M queries/month.
All features include free testing credits and sandbox environments. Integrate in minutes—no hardware required.
API Endpoints and Parameters
| Parameter | Description | Options/Defaults | Required? |
| strictness | Detection sensitivity (0-3) | 0 (lenient) – 3 (strict) | Optional |
| allow_public_access_points | Ignore public WiFi/hotspots | true/false | Optional |
| fast | Skip deep checks for speed | true/false | Optional |
| mobile | Prioritize mobile carrier detection | true/false | Optional |
| lightweight | Minimal response fields | true/false | Optional |
Full docs include error codes (e.g., 429 for rate limits) and webhook callbacks for async processing.
Pricing: Flexible Plans for Every Scale
Transparent, pay-as-you-go pricing with no contracts. Start free, scale seamlessly:
| Plan | Queries/Month | Price per 1K Queries | Features Included | Best For |
| Free Tier | Up to 5,000 | $0 | Basic detection, email support | Startups/Testing |
| Starter | 100,000 | $0.05 | Full features, dashboard | SMBs |
| Professional | 1M+ | $0.03 | Custom rules, API SLAs | Mid-Market |
| Enterprise | 10M+ | Custom | Dedicated IP, onboarding, volume discounts | Large Corps |
Overages billed automatically; save 20% with annual prepay. Bundle with other IPQS tools (Bot Detection, Malware Scanner) for 15% off. Get a custom quote—most clients see 5x ROI in fraud savings within months.
Common FAQs About IPQS Proxy Detection API
Q: How accurate is the detection? A: 95-99% for proxies/VPNs, validated by third-party audits. False positives <1% with strictness tuning.
Q: Does it support bulk uploads? A: Yes—CSV/JSON batches up to 100K lines via dashboard or API.
Q: Privacy compliance? A: No PII stored; anonymized data only. EU data centers available.
Q: Integration time? A: Under 10 minutes with SDKs; we offer free migration from competitors like MaxMind.
Q: What about IPv6 or new threats? A: Fully supported, with daily model updates for emerging VPN providers.
For advanced queries, explore our developer portal or contact sales.
Why Choose IPQualityScore for Proxy Detection?
- Proven Track Record: 10B+ IPs scored yearly; clients include Shopify apps, banks, and ad networks.
- Innovation Edge: ML-driven, not rule-based—adapts to zero-day threats.
- Global Coverage: 99% world IP database, updated hourly.
- Customer Success: 4.9/5 on G2; case studies show 50% drop in chargebacks.
- Eco-Conscious: Carbon-neutral servers; API optimizes for low latency.
Hear from clients: “IPQS caught 90% of our proxy fraud overnight.” – E-Commerce Director, Major Retailer. “Seamless integration saved us engineering hours.” – CTO, Fintech Startup.
