Upstream operating assets generate high-frequency operational time series, events, and engineering/maintenance information across multiple systems of record such as historians, integrity tools, maintenance systems, document repositories, and engineering information systems. While most organizations have invested in integration and analytics, operational 
users still face persistent challenges: inconsistent tag and equipment identities across systems, duplicated and fragile pipelines, unclear data ownership and access controls, limited lineage, and long lead times to find and consume “decision-grade” data. These issues reduce trust, slow operational decisions, and prevent scaling digital use cases 
beyond isolated deployments