We have an Azure subscription through a Cloud Service Provider (CSP), which causes some limitations on what we can get and see in Azure. Nevertheless, we can see CPU and Memory usage per App Service Plan.
How can we see the same for specific App Services under the plan?
If I see abnormal CPU/memory utilization for the plan, how can I tell which App Service is causing it?
You can check this under any Site -> scroll down to the "Metrics (App Service Plan)" option. There you will be able to see the metrics across all sites which are in the plan and filter the data the way you want:
Update 2018-12-04
Check other answers for more updated information, since the experience evolve and change over time. And stop down voting just because you came 2 years later. I will not include the current solution/screenshots here, because it will be unfair to the other contributors. And I cannot delete this answer as it is accepted one (because it was correct by the time asked and answered).
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