Hi shaopengsun,
Can you try monitoring the spark pools as described in the link to understand the currently allocated cores?
https://learn.microsoft.com/en-us/azure/synapse-analytics/monitoring/how-to-monitor-spark-pools#view-details-about-a-specific-apache-spark-pool
As described in below link, the job seems to be requesting more vcore than currently available as per workspace quota. You can try releasing the capacity or requesting more cores.
https://github.com/https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/synapse-analytics/spark/apache-spark-concepts.md#workspace-level MicrosoftDocs/azure-docs/blob/main/articles/synapse-analytics/spark/apache-spark-concepts.md#workspace-level