Bot Management
Stop scraping, account takeover, and automated abuse while allowing good bots with behavioral fingerprinting and machine learning
Behavioral Bot Detection
Our ML-powered bot detection analyzes over 200 behavioral signals including mouse movements, keystroke dynamics, touch patterns, browser fingerprints, and navigation sequences to distinguish humans from automated scripts with 99.9% accuracy.
Account Takeover Prevention
Detect credential stuffing and brute force login attempts with velocity tracking, impossible travel detection, and TOR/proxy identification blocking unauthorized access.
Scraper Protection
Prevent content theft and price scraping with rate limiting, fingerprint tracking, honeypot traps, and dynamic page token validation that changes per session.
Inventory Hoarding Detection
Stop bot-driven scalping and cart abandonment with session behavior analysis, checkout velocity monitoring, and device reputation scoring.
Good Bot Allowlisting
Automatically verify and allow search engine crawlers (Google, Bing, Yandex), monitoring bots (Pingdom, UptimeRobot), and social media crawlers without blocking.
API Abuse Protection
Protect REST and GraphQL APIs from automated abuse with JWT validation, API key rotation, rate limiting per endpoint, and anomaly detection.
CAPTCHA Optimization
Deploy adaptive challenges only when confidence is low, reducing friction for legitimate users while maintaining security with invisible reCAPTCHA integration.
Detection Techniques
- Browser fingerprinting with Canvas, WebGL, and AudioContext
- TLS/JA3 fingerprinting for client identification
- HTTP/2 fingerprint analysis and protocol conformance
- Mouse movement and touch pattern analysis
- Keystroke dynamics and timing patterns
- JavaScript challenge response validation
- Device reputation scoring across IP ranges
- Headless browser detection (Puppeteer, Selenium, PhantomJS)
- Residential proxy and datacenter IP identification
- User-Agent parsing and validation against header consistency
- Referrer chain validation and session flow analysis
- Cookie and JavaScript support verification
Attack Types Mitigated
- Credential stuffing and account takeover attempts
- Web scraping and content harvesting
- Price scraping and inventory monitoring
- Gift card balance checking and carding attacks
- SMS pumping and verification abuse
- Fake account creation and spam registration
- Comment spam and forum flooding
- Vulnerability scanning and exploitation attempts
- Denial of inventory and scalping bots
- Click fraud and ad impression manipulation
Integration and Deployment
Deploy as a reverse proxy, CDN integration, or lightweight JavaScript SDK with sub-50ms latency impact. Real-time dashboards provide bot traffic analytics, threat scores, and challenge statistics with WebHook alerting for high-risk events.