In the era of AI and advanced analytics, managing and accessing data efficiently has become crucial for businesses. Centralized data management struggles with the increasing scale and complexity of enterprise-level data demands. To address these challenges, organizations are adopting a data mesh architecture that decentralizes data ownership to domain-specific teams while maintaining a cohesive governance structure. This approach alleviates pressure on central data teams and empowers domain experts to manage and use data more effectively under the oversight of a centralized governance framework. A successful data mesh strategy involves establishing a data center of excellence (DCoE) that enhances data observability, controllability, and scalability. Effective metadata management is key to maintaining visibility and governance in a data mesh architecture.