Turn tribal SQL into a reusable semantic-model asset

Expansion ARR exists today as a carefully written analyst query. It depends on join order, product mapping exclusions, and amendment timing that are not encoded anywhere reusable. Refactor memory into modeled meaning. Teams often keep using one-off SQL because it is already working, even though every reuse forces the analyst to re-explain the same joins and exclusions from scratch. Before A trusted but fragile SQL file known by one analyst, copied into decks and dashboards without reusable lineage. After A semantic model with explicit ARR entities and join paths plus a certified expansion ARR metric that any dashboard can consume.…

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