As soon as the underlying knowledge and semantics are established, the common semantic layer have to be built-in with knowledge customers, 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 sturdy API suite so enterprises can mannequin knowledge as soon as and ship it anyplace. It additionally gives a bunch of developer instruments to make it simpler to collaborate and construct knowledge fashions, arrange caching and pre-aggregations, and preserve knowledge entry controls.
Advantages of a common semantic layer
With a common semantic layer, knowledge groups have extra governance and management, and — if carried out accurately — finish customers get extra worth from knowledge and fewer misunderstandings amongst groups. This enhances effectivity and ensures that every one knowledge consumption locations are working with the identical, correct knowledge. So, irrespective of if the info is being utilized by an individual taking a look at a dashboard, or a massive language mannequin that’s giving somebody solutions to questions, the info is constant.
All of this makes it simpler for knowledge groups to rapidly ship knowledge to the varied customers they work with internally and externally. Information groups can simply replace or outline new metrics, design domain-specific views of knowledge, and incorporate new sources of uncooked knowledge. Additionally they can implement governance insurance policies, together with entry management, definitions, and efficiency.