Scaling best practices

Your team has enabled Horizontal Pod Autoscaler for a critical production application, but they notice that monthly cloud costs have increased by 60 percent. The autoscaler frequently scales up to maximum replicas even during low-traffic periods, and pods often remain at high replica counts longer than necessary. What is the most likely cause of this cost increase, and how should it be addressed?