,From Chaos To Clarity,Streamlining Data for Better Decision-Making,ROUND 1,Multiple versions of the same metricManual processes and Excel dependencyInconsistent definitions(e.g.,“active customer”)Conflicting reports from different teamsLow data trust=delayed or poor decisions,ROUND 2,Standardize:Common definitions,documented data ownershipAutomate:Reduce manual reporting with pipelines and schedulingCentralize:One catalog for access and version controlCollaborate:Data stewards+business users=shared ownership,ROUND 3,WINNER,THANKS FOR PLAYING,