As soon as the underlying information and semantics are established, the common semantic layer should be built-in with information shoppers, similar to generative AI, BI, spreadsheets, and embedded analytics. Dice Cloud is a common semantic layer platform providing quite a few prebuilt integrations and a strong API suite so enterprises can mannequin information as soon as and ship it wherever. It additionally gives a bunch of developer instruments to make it simpler to collaborate and construct information fashions, arrange caching and pre-aggregations, and keep information entry controls.
Advantages of a common semantic layer
With a common semantic layer, information groups have extra governance and management, and — if carried out appropriately — finish customers get extra worth from information and fewer misunderstandings amongst groups. This enhances effectivity and ensures that each one information consumption locations are working with the identical, correct information. So, irrespective of if the info is being utilized by an individual taking a look at a dashboard, or a giant language mannequin that’s giving somebody solutions to questions, the info is constant.
All of this makes it simpler for information groups to shortly ship information to the varied shoppers they work with internally and externally. Knowledge groups can simply replace or outline new metrics, design domain-specific views of information, and incorporate new sources of uncooked information. Additionally they can implement governance insurance policies, together with entry management, definitions, and efficiency.