How to measure availability of a background process running as a WebJob?

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We do not have any api endpoints exposed for the service, wondering if there is any standard way to do it through azure.

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Yes, as mentioned in the comment, you can create a timer and log some activity so you can create an alert based on the absence of those logs for a given period.