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| Link | Name | Objective | Typical Deliverables | |------|------|-----------|----------------------| | | Strategic Alignment | Translate business goals into measurable outcomes. | • Business case document • KPI matrix • Stakeholder map | | Link 2 | Solution Architecture | Design a scalable, secure data architecture. | • Architecture diagram (cloud/on‑prem) • Data flow models • Security & compliance checklist | | Link 3 | Implementation & Build | Develop pipelines, models, and interfaces. | • ETL/ELT jobs (ADF, Spark) • Data models (Star, Snowflake) • UI prototypes | | Link 4 | Deployment & Validation | Move to production and verify performance. | • CI/CD pipelines (GitHub Actions, Azure DevOps) • Automated test suites • Acceptance test report | | Link 5 | Continuous Optimization | Monitor, tune, and evolve the solution. | • Dashboards for operational health • Quarterly review workshops • Roadmap for enhancements | | • Architecture diagram (cloud/on‑prem) • Data flow
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