Presenting a service-monitoring dashboard using key performance indicators derived from machine data

One or more processing devices cause display of a service-monitoring dashboard that includes one or more key performance indicator (KPI) widgets. Each KPI widget provides a numerical or graphical representation of one or more values for a corresponding KPI indicating how a service provided by one or more entities is performing at one or more points in time. Each entity of the one or more entities is associated with machine data. A KPI is defined by a search query that derives the one or more values represented by the corresponding KPI widget from the machine data associated with the one or more entities that provide the service whose performance is reflected by the KPI.