Experience with big data environments (Spark, Hive, S3 or similar) — some dashboards have 30M rows Comfort with ETL processes (table builds, pipeline troubleshooting, data quality validation) Digital analytics experience — customer journeys, funnels, containment, adoption metrics Dimensional modelin