I'm a data engineer with 4+ years of experience building scalable, production-grade data systems across AWS, GCP, and Azure. I specialize in real-time and batch pipelines using Kafka, Flink, Spark, and Airflow — and I know my way around the modern analytics stack with dbt, Snowflake, and BigQuery, and combine AI in all the stages. Whether you're a student trying to break into data engineering, a professional switching careers, or a startup founder wondering how to structure your data infrastructure — I've been in that exact position and can help you get clarity fast. Book a session if you want honest, actionable guidance — no fluff, just what actually works.