Both roles require a strong foundation in computer science and software engineering principles, as well as expertise in data management and analysis. Data engineers should have a deep understanding of big data technologies and the ability to design and implement scalable data pipelines. Data scientists should have expertise in statistical analysis, machine learning, and data visualization, as well as strong communication skills to explain their findings to stakeholders.