An analytics apps should be an application. We should not see it as a report solution or just a way to view or download data.
A best analytics apps is an apps, and lets people forget about it is an “analytics” apps.
If you keep the end user in mind and drive the design of the apps using user persona and knowing really what users do, the line between analytics apps and other apps should not be very clear.
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