Various techniques for implementing computer dashboards as cloud-based services are disclosed herein. In one embodiment, a method includes receiving a dashboard file at a server via a computer network, the dashboard file identifying a dashboard having one or more graphical user interface elements individually configured to display and dynamically update data associated with a cloud-based service. The dashboard file further contains metadata indicating a cloud-based subscription. The method also includes associating the received dashboard file with the cloud-based subscription, identifying one or more entities allowed to access the dashboard based on the cloud-based subscription, and displaying, via the computer network, the dashboard identified by the dashboard file to the one or more entities upon verification of the cloud-based subscription.