Sandy Ego Tee Times
2025-09-13
An intelligent golf tee time monitoring system that automates the discovery of optimal booking opportunities across multiple golf courses. The system performs nightly analysis of tee time availability, compares current conditions against historical data, and alerts users when favorable booking windows are identified. View Golf Dashboard Key features include: Automated nightly scraping of golf course booking systems, Historical trend analysis by day of the week, Comparative availability scoring against typical patterns, SMS notifications for optimal booking opportunities, Multi-course monitoring with customizable alerts, Visual dashboards showing availability trends and patterns, Course-specific availability tracking and comparison, Day-of-week pattern recognition and analysis, Integration with major golf booking platforms, Timezone-aware scheduling for accurate monitoring. The system intelligently determines when tee times are significantly more available than usual for specific days of the week, taking into account historical booking patterns and seasonal variations. Users receive targeted alerts only when conditions meet their specified thresholds, avoiding notification fatigue while ensuring they don't miss prime booking opportunities. Technical implementation includes: Web scraping with robust error handling and rate limiting, PostgreSQL database for historical data storage, Advanced analytics engine for pattern recognition, Twilio SMS integration for real-time alerts, Responsive web dashboard with interactive charts, Automated deployment with PM2 process management, Course-agnostic scraping architecture supporting multiple booking platforms. The platform helps golf enthusiasts secure better tee times by leveraging data-driven insights and automated monitoring.