I am Shivani, a data engineer with 5+ years of experience building scalable data pipelines, real-time streaming solutions, and data warehousing across on-premises and cloud environments. I specialize in transforming raw data into reliable, well-governed datasets using Python, SQL, Spark, and modern ETL/ELT tooling. I’ve worked across Azure and AWS stacks, implemented CI/CD for data pipelines, and delivered interactive dashboards in Power BI to enable data-driven decisions. In my roles, I’ve designed end-to-end data ingestion and transformation, improved data quality and latency, and collaborated with cross-functional teams to deploy robust data solutions. I thrive in fast-paced environments, document architectures and runbooks for operational reliability, and continually upskill to leverage the latest cloud and big data technologies.…I am Shivani, a data engineer with 5+ years of experience building scalable data pipelines, real-time streaming solutions, and data warehousing across on-premises and cloud environments. I specialize in transforming raw data into reliable, well-governed datasets using Python, SQL, Spark, and modern ETL/ELT tooling. I’ve worked across Azure and AWS stacks, implemented CI/CD for data pipelines, and delivered interactive dashboards in Power BI to enable data-driven decisions. In my roles, I’ve designed end-to-end data ingestion and transformation, improved data quality and latency, and collaborated with cross-functional teams to deploy robust data solutions. I thrive in fast-paced environments, document architectures and runbooks for operational reliability, and continually upskill to leverage the latest cloud and big data technologies.WWWW…