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Do I need to deploy an App (even a dummy one) on the App Engine in order to use the Datastore service using the google-cloud-datastore Java API from a client such as a Compute Engine running in the google cloud?

perplexed
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No, you don't need to deploy an AppEngine app to access the Google Cloud Datastore. You just need to create a project from the Console and you can connect to the Datastore in the project from anywhere using the google-cloud-datasource API.

Sai Pullabhotla
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    And it can scale and perform quite well, read about how Pokemon Go runs on Google Container Engine and uses Datastore: https://cloudplatform.googleblog.com/2016/09/bringing-Pokemon-GO-to-life-on-Google-Cloud.html – BrettJ Nov 03 '16 at 17:17