I have gone through this link.
But, there are just too many examples. What is the industry following? What are the best out there?
Also, is it a better idea writing my own unit tests using JUnit or the learning curve is too big for that?
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There are many testing tools available in the industry but these are standard tools & methods
Deviceanywhere http://www.keynotedeviceanywhere.com/mobile-application-testing-automation.html
perfecto mobile
here is the android official testing guide link
http://developer.android.com/guide/topics/testing/testing_android.html
use Junit for unit testing.