Project IDs may include domains. If so, the domains are present in the ID 
in just the way you describe 'domain.com:project-id'. An example can be 
seen in this Identifying projects 
<https://cloud.google.com/compute/docs/projects#projectids> article.

I tested a few different scenarios of visibility and permissions.
Using appcfg.py 
<https://cloud.google.com/appengine/docs/go/tools/uploadinganapp#Go_Uploading_the_app>
 
(goapp is essentially a wrapper for this):

   - With a existing project and the developer using appcfg.py not added 
   with any role, I received a permissions error when attempting to deploy. 
   - With a existing project and the developer using appcfg.py added as a 
   viewer, I received the same permissions error as above.
   - With a non-existing project, I received the error you described.
   
Using gcloud preview app deploy 
<https://cloud.google.com/sdk/gcloud/reference/preview/app/deploy>, I 
received a few different types of permission errors with the examples 
listed above but never a non-existent error.

Assuming you've correctly tested both possible IDs, you've confirmed having 
development/deployment permissions with the affect project, that you've 
updated and tested both appcfg.py and gcloud, I would suggest that you PM 
me the following information so that I may investigate this further in the 
event that this is a very unique error:

   - The domain under which this project was creating
   - The project ID (not project name) with which this project was created
   - The account from which you are attempting to deploy the application
   
Though the above are not solutions, I hope they at least clarify some 
things.

On Wednesday, February 24, 2016 at 7:33:39 PM UTC-5, Sam wrote:
>
> I have a client that shared a projectID that he recently created so that I 
> could deploy to it.
>
> When I go to console/manage all projects, I see a list of all my project 
> IDs, but his is the only one that contains a domain name.
>
> example "domain.com:projectname-12345"
>
> I've tried to deploy to just "projectname-12345" and also to 
> "domain.com:projectname-12345" using goapp deploy and they both return
>
> This application does not exist (app_id=u'domain.com:projectname-12345').
>
> or
>
> This application does not exist (app_id=u'projectname-12345').
>
>
> What should I be putting in the application: line for app.yaml?
>
> Thanks
>
>

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