The role requires a strong research and innovation mindset with hands-on expertise in data architecture (relational, NoSQL, vector databases), Python-based frameworks, and microservices architecture using Docker and Kubernetes. Candidates should also have experience with Generative AI and LLMs for intelligent solution design, along with solid exposure to DevOps practices including CI/CD, Jenkins, and GitOps.