Today's technical landscape features workloads that can no longer be accomplished on a single server using technology from years past. As a result, we must find new ways to accommodate the increasing demands on our compute performance. Some of these new strategies introduce trade-offs and additional complexity into a system. In this presentation, we give an overview of scaling and how to address performance concerns that business are facing, today.