Monitor windows service running in azure vmss

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I have a custom service running on vm instances in an azure virtual machine scale set. Is it possible in azure to monitor this service on all vm instances in the vmss and to alert if the service state is never 'running' on any of the active vm instances?

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You can use OMS (Operations Management Suite) to push the agent and monitor your scaleset VMs.