Completion of recognized advanced technical training programs, specialized learning paths, university certificate programs, or other professional development programs demonstrating expertise in designing, developing, implementing, and supporting scalable data products, analytical solutions, and enterprise data platforms is also preferred. Professional certifications, licenses, or credentials related to cloud platforms, data engineering, analytics engineering, business intelligence, software development, data architecture, or product development.