ShuffleMetricsSource lives on a Spark executor and is registered only when a Spark application runs in a non-local / cluster mode.
ShuffleMetricsSource is registered under the following source name per the type of a
spark.shuffle.service.enabled configuration property is off (
ShuffleMetricsSource takes the following when created:
Dropwizard Metrics' MetricSet