“Big Data” is everywhere. What does it mean? In this article we discuss the impact of cloud and big data technology have on the application performance monitoring space. The number of components, the diversity of the data, the analysis frequency and data granularity results into an extremely complex analytics and Big Data problem. We explore how each of these dimension impact the APM space and how it is shaping Netuitive Analytics product roadmap.