dongjoon-hyun edited a comment on issue #26060: [SPARK-29400][CORE] Improve PrometheusResource to use labels URL: https://github.com/apache/spark/pull/26060#issuecomment-539807777 Hi, @yuecong . Thank you for review. 1. That's true in the old Prometheus plugin. So, Apache Spark 3.0.0 exposes this Prometheus metric on the driver port, instead of the executor port. I mean you are referring `executor` instead of `driver`. Do you have a short-live Spark driver which dies in `30s`? > As Prometheus uses pull model, how do you recommend people to use these metrics for some executors who get shut down immediately? Also how this will work for some short-lived(e.g. shorter than one Prometheus scrape interval, usually it is 30s) spark application? 2. Please see this PR's description. The metric name is **unique** with cadinality 1 by using labels, `metrics_executor_rddBlocks_Count{application_id="app-20191008151625-0000"` > It looks like you are using app_id as one of the app_id, which will increase the cardinality for Prometheus metrics. I don't think you mean `Prometheus Dimention feature` is high-cardinality.
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