Design Robust Data Foundations
Adopt lightweight policies, clear ownership, and automated controls. A consumer goods company used data contracts and lineage visibility, letting teams ship faster while maintaining compliance, because guardrails were baked into pipelines instead of long approval queues.
Design Robust Data Foundations
Centralize discovery with a catalog, standardize access, and separate compute from storage for flexibility. When teams could find and trust canonical definitions, disputes about metrics dropped and decision cycles shortened from weeks to days.
Design Robust Data Foundations
Assign product owners for critical datasets, define service levels, and monitor freshness and accuracy. One utility posted real-time quality scores; visibility alone motivated teams to fix upstream issues and prevented silent degradation from derailing analytics.
Design Robust Data Foundations
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