Predictive FinOps: A Comprehensive Technical Framework for Cloud Infrastructure Optimization
Keywords:
Cloud Cost Optimization, Carbon-Aware Scheduling, Machine Learning Forecasting, Multi Objective Optimization, Federated Reinforcement LearningAbstract
To optimize cloud infrastructure, bringing together financial accountability and environmentalsustainability is needed via advanced forecasting and multi-objective optimization systems. Conventional retrospective billing models are insufficient for the workloads
References
Margaret O'Toole et al., "Updated Carbon Methodology for the AWS Customer Carbon Footprint Tool," AWS, 2025. [Online]. Available: https://aws.amazon.com/blogs/aws-cloud-financial management/updated-carbon-methodology-for-the-aws-customer-carbon-footprint-tool/


