وصف الوظيفة
- data modeling and design. Data architects must have the ability to design comprehensive data models that reflect complex business scenarios. They must be proficient in conceptual, logical, and physical model creation. This is the core skill of the data architect and the most requested skill in data architect job descriptions. This often includes SQL development and database administration.
- data governance and compliance. With regulations continuing to evolve, data architects must ensure their organization’s data management practices meet stringent legal and ethical standards. They need skills to create frameworks that maintain data quality, security, and privacy.
- cloud computing expertise. Organizations are continuing to migrate to cloud-based solutions, making understanding of cloud services, architectures, and storage solutions essential. They must also understand cloud security, hybrid cloud environments, and cost-efficient infrastructure design.
- proficiency with big data technologies. Data architects must understand how to implement big data solutions to stream data and real-time analytics.
- ML and AI integration. They must understand how to build data pipelines that feed into AI algorithms and how to structure databases for ML workloads.
- Interdisciplinary collaboration. Data architects must be able to work closely with stakeholders including business leaders, IT professionals, data scientists, and developers. They also have to translate business requirements into technical specifications, and vice versa.