I have followed the instructions in https://developers.google.com/bigquery/authorization#service-accounts-appengine to make some queries from app engine to bigquery.
You can add the xxxxxx@appspot.gserviceaccount.com to the project at http://cloud.google.com/console.
Expect this to be easier/ more straightforward soon!
Step by step, by @Christian: