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In Data engineering, data comes in structured, unstructured, and semi-structured forms. Data engineering is a branch of science focusing on managing infrastructure. Engineers design pipelines to collect, process, and store data efficiently. They handle tasks like database management, data transformation, and infrastructure setup. Key tools include databases, cloud services, and data processing frameworks.