title,description,owner,account_id,account_display,region,resource_id,monthly_savings,annual_savings,risk,effort,confidence,source,validation_steps,rollback_steps,acceptance_criteria "Schedule staging and development application clusters outside working hours","Demo data only. Validate non-production workloads before applying a schedule.","Platform engineering","111111111111","Account ending in 1111","us-east-1","i-demo123",5940,71280,low,low,high,"Inventory heuristic","Pilot one low-risk schedule and confirm application availability.","Remove schedule and restart resources if validation fails.","Schedule implemented and monitored for one week."