I’m a Multi-Cloud Data Engineer with 3+ years of experience building scalable batch and real-time data platforms across GCP, AWS, and Azure. Currently working as a Consultant at Tredence, with previous experience supporting enterprise data engineering projects at ZS Associates and Walmart Global Tech. My expertise includes Python, SQL, PySpark, Apache Spark, Databricks, BigQuery, Kafka, Airflow, and cloud-native ETL/ELT architectures. I have hands-on experience in distributed data processing, real-time streaming, workflow orchestration, performance optimization, and production data operations. I’m here to share practical insights and help aspiring and working professionals with Data Engineering careers, technical guidance, interview preparation, resume reviews, and real-world industry perspectives.