dbt - Production DeploymentWhich method best automates dbt runs to execute only when new data is detected in the source system?AManually run dbt after verifying new data presenceBSchedule dbt runs at fixed intervals regardless of data changesCImplement an event-driven trigger that runs dbt upon data arrivalDRun dbt only once during initial data loadCheck Answer
Step-by-Step SolutionSolution:Step 1: Understand event-driven automationEvent triggers initiate processes based on data arrival events.Step 2: Compare with alternativesFixed schedules or manual runs do not respond dynamically to data changes.Final Answer:Implement an event-driven trigger that runs dbt upon data arrival -> Option CQuick Check:Event triggers respond to data changes [OK]Quick Trick: Use event triggers for data-driven runs [OK]Common Mistakes:MISTAKESRelying solely on fixed schedulesRunning dbt manually defeats automation purposeRunning only once ignores ongoing data updates
Master "Production Deployment" in dbt9 interactive learning modes - each teaches the same concept differentlyLearnWhyDeepVisualTryChallengeProjectRecallTime
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