7+ years of Strong hands-on experience with SparkSQL, PySpark, Delta Tables, Pipelines, Fabric Notebooks, SQL, and modern Lakehouse/data warehouse architectures. Architect solutions using Microsoft Fabric and Azure, including SparkSQL, PySpark, Delta Tables, Pipelines, Fabric Notebooks, Lakehouse, and data warehouse technologies.