Built a large-scale automated scraping and data collection system for a combat sports SaaS platform. The system extracted and cleaned 10,000+ gym and club records from official federation directories and Google Maps across multiple countries. Focused on automation, structured data processing, normalization, and scalable scraping workflows for production-ready datasets.