Scala, Pyspark, Azure Databricks, Data Warehousing Concepts, Encryption, Azure Data Factory, Azure Synapse Analytics, Spark, Advanced Sql, Batch streaming pipelines, Data governance and security best practices, Performance tuning in Azure, Hybrid and multi-cloud architectures, Azure Data Lake Storage, CDC and incremental loads, OLTP OLAP modeling, rbac, compliance frameworks, Medallion architecture