5+ years of hands-on experience in data engineering . Strong proficiency in Python , PySpark , and cloud data platforms (Azure preferred). Working knowledge of ML tools such as MLlib or TensorFlow . Bonus: Experience with CI/CD , Git , Docker , or Power BI .