Data Product Lifecycle - satyamsingh1004/Data-Products GitHub Wiki

  1. Discovery

    Capture Business requirements (including data sources, quality, formats, frequency), alignment with business goals, and potential benefits against estimated cost

    RACI - Data Product Manager, Business/Data Analyst, Data Solution Architect

  2. Design

    Translate requirements into product specifications including data models, application design, UI/UX design, and review cost considerations (e.g. storage vs compute)

    RACI - Data Product Manager, Data Solution Architect, Data Engineer, UI/UX designer

  3. Development

    Build to specifications. Ensure Data products meet FAIR standards

    RACI - Data Product Manager, Data Scientists/ML Engineer, Data Engineer, UI/UX developer

  4. Deployment

    RACI - Data Product Manager, Data/AI/ML Ops

  5. Monitoring

  6. Change Management