When creating other types of measures (PurePath, Agent based) Application Monitoring does not go back and historically process data to populate the new measure. However, when I create new Host Performance measures that are not automatically subscribed to on the System Profile e.g. Memory Utilization measure, I am able to see data points from before the measure was created.
Why might this be?
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This is correct. Purepath based measures will not begin calculating the value for the custom measure until it is created. A host performance based measure is based off data already calculated and is simply filtered.