We live in a digitally connected world with Global data to exceed 180 ZB by 2025 per some estimates1. Memory is the fiber connecting our world. New applications drive continued demand growth for memory and storage applications. Micron is a leader in the memory and storage industry, helping the world use information to enrich lives. As memory devices scale and new memory technologies arise, the requirements for Chemical Mechanical Planarization (CMP) processes are becoming tighter and more stringent node over node. Furthermore, memory scaling continues to become more dependent upon CMP, with not only a steady increase in the number of CMP steps but that of unique CMP steps as well node over node. In this presentation we focus on CMP challenges from a METROSPECTION (Metrology & Inspection) lens. We explore the critical role of inspection and metrology techniques in optimizing CMP for semiconductor memory fabrication. The ability and need for the integration of cutting-edge inspection techniques and metrology strategies emerges as a pivotal element in enhancing CMP cycles of learning and hence the reliability, yield, and overall quality of semiconductor memory devices.1 - Statista