Part 4/8:
Challenges in Implementing Modern Data Architectures
Despite clear principles, organizations face several challenges:
Ownership Ambiguities: In many cases, ownership of data sources and domains is unclear, leading to inconsistency and accountability issues.
Relational Data Limitations: Traditional relational models struggle to represent complex relationships inherent in modern data ecosystems, especially linked data or graph structures. This often hampers accurate mapping of interconnected data points.
Data Governance and Regulation: Enforcing data quality and compliance requires robust frameworks and operational models, which can be resource-intensive to implement and maintain.