I am a Data Engineer with professional experience in designing, building, and optimizing scalable data pipelines and cloud-based data solutions. My work includes real-time and batch data processing using Apache Kafka, Spark, PySpark, SQL, and AWS services, with a strong emphasis on data quality, performance, and reliability. I transitioned into data engineering from a non-traditional academic background and have progressed through internships and full-time roles by developing strong fundamentals and hands-on project experience. Through this journey, I have gained first-hand exposure to technical interviews, system design discussions, and real-world problem-solving in data engineering teams. On Topmate, I provide structured guidance for interview preparation, resume and project reviews, and career planning for entry-level and early-career data engineering professionals. My approach focuses on clarity, practical understanding, and helping candidates communicate their experience effectively during interviews.