The methods and systems described herein can be used for generating a graphical representation, such as a heatmap, for displaying and visualizing a given metric associated with one or more distributed resources in a distributed environment. A heatmap generally refers to a graphical display of data in which values are located in a matrix and indicated by the intensity of a color, hue, shading or some other gradient, or by geometric shape or other format. Heatmaps provide a way of visualizing metrics of a large number of resources easily for capacity management, among other uses. Generally, and as set forth in greater detail, the disclosed subject matter provided herein includes methods and systems for collecting, processing, and visualizing operational data of distributed resources via a heatmap by a monitoring system in a distributed environment.