I am Manasa Reddy, a Senior Data Engineer with about 12 years of hands-on experience designing, developing, testing, and implementing Big Data, Spark, and Hadoop projects across Azure Data Bricks and AWS-based lakehouse deployments. I specialize in building scalable data engineering pipelines in Python and Scala using Spark, Delta Lake, and Structured Streaming to support both batch and real-time data workflows. I thrive on creating production-ready data processing applications and maintaining robust, governed data platforms that empower analytics and business decision-making. I have extensive experience with cloud data services (Azure and AWS), distributed storage and compute architectures, and end-to-end CI/CD for data pipelines. My focus areas include data security, performance optimization, data governance, and observability, with a strong track record of collaborating across data engineering, data science, and business teams to deliver reliable, scalable solutions.…I am Manasa Reddy, a Senior Data Engineer with about 12 years of hands-on experience designing, developing, testing, and implementing Big Data, Spark, and Hadoop projects across Azure Data Bricks and AWS-based lakehouse deployments. I specialize in building scalable data engineering pipelines in Python and Scala using Spark, Delta Lake, and Structured Streaming to support both batch and real-time data workflows. I thrive on creating production-ready data processing applications and maintaining robust, governed data platforms that empower analytics and business decision-making. I have extensive experience with cloud data services (Azure and AWS), distributed storage and compute architectures, and end-to-end CI/CD for data pipelines. My focus areas include data security, performance optimization, data governance, and observability, with a strong track record of collaborating across data engineering, data science, and business teams to deliver reliable, scalable solutions.WWWW…