Strong experience with at least one modern front-end framework such as React, Angular, Vue, Next.js, or equivalent technologies.
Hands-on experience building backend services and APIs using Node.js, Python, Java, .NET, or equivalent modern backend frameworks.
Working knowledge of REST APIs, GraphQL, microservices, API security, error handling, logging, and service integration patterns.
Experience with relational or NoSQL databases such as PostgreSQL, MySQL, MongoDB, Redis, or equivalent technologies.
Good understanding of HTML, CSS, JavaScript / TypeScript, responsive design, browser behaviour, and front-end performance basics.
Design, develop, and maintain full stack product features across front-end interfaces, backend services, APIs, and platform workflows.
Build responsive, intuitive, and enterprise-grade user interfaces using modern front-end frameworks such as React, Angular, Vue, Next.js, or equivalent technologies.
Develop backend services, REST/GraphQL APIs, and integration layers using Node.js, Python, Java, .NET, or equivalent modern backend stacks.
Implement product workflows that expose AI, data discovery, profiling, enrichment, retrieval, and agentic capabilities through clear user experiences.
Integrate front-end and backend components with AI/ML services, data pipelines, vector search, document intelligence services, and enterprise connectors.
Work with relational and NoSQL databases such as PostgreSQL, MySQL, MongoDB, Redis, or equivalent technologies for application data, configuration, metadata, and workflow state.