The emergence of large-scale software deployments in the cloud has led to several challenges in software performance analysis. This presentation describes how performance analysis has changed for the last 20 years. It highlights the transition from single server performance tools to large-scale analytics that span across data centers. A parallel transition exists for the students fresh from school with solid algorithm analysis to the world of identifying performance-scaling issues in the industry. These transitions shed some light about the future of software performance analytics.