Beyond centralization: Why APAC retail and CPG teams need dbt

APAC retail and consumer packaged goods teams increasingly rely on automated systems and AI for inventory allocation, reordering, and promotions, making trustworthy data essential as fragmented sources, legacy ERPs, spreadsheets, and regional systems often produce inconsistent information. While centralization brings data together, dbt is presented as the layer that makes it reliable through automated tests that detect missing, duplicate, outdated, or disconnected data; governed semantic definitions that ensure metrics such as days of supply and promotional lift remain consistent across dashboards, analysts, and AI agents; and end-to-end lineage that traces decisions back to original sources. The piece argues that ungoverned data can turn automation into costly overstock, stockouts, missed promotions, and public operational failures, whereas combining Fivetran for centralization with dbt for testing, governance, and traceability enables teams to activate data more confidently across the business.

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