Technologies are described herein for providing a monitoring service in a cloud-based computing environment. A request is received from a user to subscribe to the monitoring service. The monitor workflow may correspond to the monitoring service. A first call to a finder application is executed over a communications network to retrieve data points according to the monitor workflow. A second call to an analyzer application is executed over the communications network to identify a relevant data point in the data points. A third call to a notifier application is executed over the communications network to notify the user of the relevant data point.