Data Engineering is a data-driven approach to scale the decision-making process and enhance machine learning capabilities. Many data engineering companies in USA, offer comprehensive big data solutions, that can be utilized by data scientists, data analysts, and other specialists to do data collection, data transformation, and data delivery.