In e-commerce operations, particularly during high-demand periods like peak season sales or promotions, the support team's capacity to detect issues often outpaces your automated dashboards. While API timeouts or system alerts may eventually signify problems like slowed payment gateways or inventory mismatches, customer feedback—reflected in complaints and support tickets—often triggers the first alarms. This real-time data from the support trenches is vital for preventing decay in customer satisfaction and operational efficiency over time. Integrating it into a proactive feedback mechanism ensures operations remain resilient in the face of such inevitable challenges.