To support enterprise-scale operations, we must centralize fragmented data from platforms like Heroku, Stripe, HubSpot, Toggl, and Sheets into a unified model. Automating daily ingestion and transformation for 5000+ projects is critical for timely insights. Understanding stakeholder-specific dashboard needs—PMs, executives, and recruiters—ensures relevance. Finally, enabling continuous deployment and version control via GitHub will ensure scalability, maintainability, and agility as the data architecture evolves.