The evolution of Data Engineering tool can meet educators where they are, enabling robust student experiences with automated environments, cross-platform parities, and rich, friendly tooling that helps learners engage with real-world data engineering. Let's walk through recent innovations and practical strategies to prepare, support, and assess database classrooms.