Job Failure Diagnosis Delayed by Missing Task-Level Metrics

When multi-task jobs fail, identifying the specific failing task and root cause requires manual navigation through Databricks UI. Task-level metrics (job_setup_time_ms, job_execution_time_ms per task) are not easily aggregated across runs, slowing incident response.

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