Effective bot management requires analyzing trends over months or years to understand seasonal patterns and adversary adaptation. Consider retention periods of at least 12 months for trend analysis and policy tuning, with longer retention for compliance-sensitive industries. The Hydrolix platform enables cost-effective data storage for AI model training at these extended time horizons.