As soon as the underlying knowledge and semantics are established, the common semantic layer should be built-in with knowledge shoppers, resembling 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 wherever. It additionally affords a number of developer instruments to make it simpler to collaborate and construct knowledge fashions, arrange caching and pre-aggregations, and keep knowledge entry controls.
Advantages of a common semantic layer
With a common semantic layer, knowledge groups have extra governance and management, and — if applied accurately — finish customers get extra worth from knowledge and fewer misunderstandings amongst groups. This enhances effectivity and ensures that each 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 giant 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 shoppers they work with internally and externally. Information groups can simply replace or outline new metrics, design domain-specific views of information, and incorporate new sources of uncooked knowledge. In addition they can implement governance insurance policies, together with entry management, definitions, and efficiency.