Experience in data platform architecture on Azure (e.g., Azure delta lake, Azure Data Factory, Databricks / Spark, Synapse / SQL, Stream Analytics, Event Hubs / Kafka patterns, Azure Fabric, ML flow, Azure Machine Learning, Azure AI Foundry ) and applying data governance concepts (catalog, RBAC, encryption, retention).