Azure Data Factory (ADF)
Databricks with Spark (Python or Scala)
Snowflake – data modeling, SQL, optimization
Control-M for job scheduling
Strong SQL, scripting (Python), and data modeling
Experience with Git, version control, and CI/CD pipelines
Solid grasp of ETL/ELT processes and data governance
Azure Synapse, ADLS, Azure Functions
Power BI, Tableau, or other BI tools
Java, Java frameworks, PowerShell, Oracle ADF
Windows Server/System Administration
Familiarity with NoSQL databases and DWaaS environments
Microsoft Certified: Azure Data Engineer Associate
Databricks Certified Developer for Apache Spark
Snowflake SnowPro Core
Control-M Certification