I am trying to get the metrics for the App Service Environment, i.e. Scale Actions Initiated, Observed Capacity/Metric Value, but the graphs are all empty. I am a bit confused if App Service Plan is the only to go or not...

How to get the Metrics for App Service Environment (by Azure Monitor)?
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There are 2 best solutions below
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Grace MacJones - MSFT
On
this issue has been brought to our attention. The PG is working on a solution. In the meantime, please refer to workaround provided here. Thanks
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According to the support ticket, MSFT has a third party provider for the monitoring, and they do not provide this functionality -yet- (also due to low usage/high cost of ASE). They suggested to monitor each resource in Service Plan separately.