3 must haves ETL 4/5 Datacloud 4/5 Data engineering 3/5 10+ years of experience in Data Engineering Data Validation for migration projects Architect and implement automated validation frameworks using Azure-native tools such as Azure Data Factory (ADF), Azure Synapse, Databricks, PySpark, and Azure SQL Strong experience with Oracle, SQL Server, PostgreSQL, and MongoDB Hands-on experience in commercial Data Validation tools like Datagaps, Querysurge, etc Proficiency in Python scripting for automation of data validation Solid knowledge of data validation, reconciliation, and integrity checks Experience with ETL/ELT processes and best practices Strong understanding of Azure Synapse, Azure Storage, and Azure Functions Excellent problem-solving, troubleshooting, and analytical skills Strong leadership and communication skills