The doc at https://cloud.google.com/scheduler/docs/creating says we need to 
specify the service name if it's not default. However, there are no details 
on how to do that. Also, I thought that the relative url should be 
sufficient as the dispatch rules will figure out which service to route it 
to. Is there an example gcloud command on how to target a non-default app 
engine service?

"Specify the name of the App Engine service that is running the handler for 
the Cloud Scheduler job. If omitted, the default service is assumed. If you 
want to set it, you can find the service names in the Google Cloud Platform 
Console <https://console.cloud.google.com/appengine/services>."

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