The death of data without context

The conversation explores the importance of historical data with context, the challenges of data collection and storage, and the role of unified namespace in data management. It delves into the need for context in time series data, the impact of historical data on decision-making, and the challenges of implementing a unified namespace. The discussion also covers the significance of understanding data consumers and the cultural and technical aspects of implementing a unified namespace. The conversation delves into the practical application of UNS (Unified Namespace) and its role in data storage, historization, and AI enablement. It explores the use of MQTT brokers, OPC servers, and time-based storage solutions, emphasizing the importance of context, historical data, and statistical analysis in manufacturing operations.TakeawaysHistorical data with context is crucial for decision-making and process improvement.The implementation of a unified namespace requires consideration of both technical and cultural aspects. UNS as a broader conceptImportance of context and historical dataPractical application of AI in manufacturingChapters00:00 The Role of Unified Namespace in Data Management36:26 Data Storage and Historization42:23 Requirements for UNS and AI Enablement