I have had the opportunity to work on several data migration projects on Azure cloud, where I contributed as a Data Engineer with over 4 years of experience. My work has primarily focused on large-scale code migrations—transforming legacy SAS scripts to SparkSQL, optimizing pandas logic into scalable SQL queries, and modernizing SQL workflows into PySpark-based data pipelines. I have been deeply involved in data validation, orchestrating end-to-end pipelines using Azure Data Factory (ADF), and building robust workflows in Databricks. With a strong emphasis on data-driven solutions and performance optimization, I have consistently delivered reliable and maintainable systems that supported critical business objectives.