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