With over 7 years of experience in the data engineering ecosystem, I specialize in transforming complex data requirements into scalable, production-ready cloud architectures. My career spans impactful roles at ZS Associates and currently Microsoft, giving me a unique perspective on both consulting-driven delivery and product-scale engineering. My technical toolkit is battle-tested across diverse cloud environments and cutting-edge data platforms:Infrastructure & Compute: Azure (AKS, Azure Functions, Synapse, Data Warehouse), AWSData Warehouse & Processing: Snowflake, Apache Spark, Databricks Orchestration & Workflow: Apache AirflowNext-Gen Engineering: Advanced AI integration and LLM-supporting data pipelines. Right now at Microsoft, I am leading an end-to-end infrastructure setup from scratch. I spend my days designing robust systems, optimizing containerized deployments via AKS, writing serverless workflows, and embedding AI capabilities into modern data stacks. I joined Topmate to give back to the engineering community. I am highly passionate about mentoring engineers who want to master system design, navigate major career pivots, or break into top-tier tech firms.