Deploy Tor Detection in Five Minutes for Security Engineers
Ops first Tor detection for security engineers: deploy exit lists, DNS/API lookup, TLS fingerprints, and auditable signals in five minutes.
Blog / Comparisons
Comparisons
Stop False Positives: Apple Private Relay Detection for IT & Fraud Ops
Ops guide to detecting Apple Private Relay. Learn three detection techniques, when to return NXDOMAIN, and fraud safe rules for teams.
5 Low Latency Checks to Detect Anti Detect Browsers for Fraud Teams
Research backed playbook for fraud teams: five low latency checks to spot anti detect browsers, signal to score mapping, and a ShieldLabs setup path.
Detect Free Trial Abuse with 300+ Signals for SaaS Teams
Detect free trial abuse without blocking real users. Use auditable signals, progressive friction, and metrics to protect conversion.
One Snippet, Five Minutes: Early Bot Detection for WordPress Sites
Cut bot damage on WordPress by detecting early, logging first, and tuning rules safely. Install one JS snippet in about five minutes.
Four Stage Risk Funnel for Fake Signup Detection with Persistent ID
Practitioner guide to fake signup detection: build a four stage risk funnel and use persistent visitor IDs and auditable signals to cut fake accounts.
Developer Playbook: Selenium Detection as a Five Signal Classification
Developer-first playbook for Selenium detection across five signal groups: JavaScript flags, CDP artifacts, rendering, network, and behavior.
Engineers & Fraud Ops: Reduce False Positives with 0–100 Proxy Scores
Implementation focused proxy detection for engineers and fraud teams: APIs, caching, TLS fingerprints, and a 0–100 confidence model to cut false positives.
Headless Browser Detection Before JS Runs: JA4 for Dev & Security
Dev & Sec teams: detect headless browsers early with JA4/HTTP2 fingerprints, WebGL and CDP timing; includes test-harness practices and risk scoring.
Carding Attack Detection: 5 High Confidence Signals for Fraud Ops
Operations first playbook to detect card testing: five signals and controls to stop cash out. With ShieldLabs' 5,000 free IDs (one time).
The 8 best bonus and promo abuse prevention tools in 2026
The 8 best bonus and promo abuse prevention tools in 2026, how prevention works by linking many bonus claims back to one person, and how to choose.
The best affiliate fraud detection tools in 2026: traffic and identity
The best affiliate fraud detection tools in 2026, split into click-fraud tools that score traffic in real time and device tools that catch self-referral.