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21 Aug 2025

Data Warehousing 21 Aug 2025

A Dependency Map Between Dimensions and Measures

KC Star V8's intelligence lives in one table - MeasureDimensionDependency - mapping which measures each dimension drives, with a DIRECT/INDIRECT/AGGREGATION type and an impact weight. Here is how the map is built, seeded and generated, and the priority formula that reads it.

Data Warehousing · 5 min

20 Aug 2025

Data Warehousing 20 Aug 2025

Recalculate Only What Changed

Every version through V7 rebuilt all the measures when a dimension changed. KC Star V8 recalculates only the ones that actually depend on what moved - dependency analysis, selective recalculation, and claimed 60 to 80 percent less work. Kicking off the intelligent recalculation series.

Data Warehousing · 4 min