Enterprise data serves both running business operations and managing the business. Building a successful data architecture is challenging due to data complexity, competing stakeholder interests, data proliferation, and inaccuracies. A robust data architecture must address key components like data repositories, capture and ingestion, definition and design, integration, access and distribution, and analysis.