The Query Profiler is a new feature in MongoDB Atlas that allows users to analyze slow queries without parsing logs, providing an interactive dashboard to identify and analyze performance issues. This premium feature can be accessed by M10 or higher clusters and offers both high-level and operation-level statistics, allowing users to customize their view and gain deeper insights into performance optimization opportunities.