Your work will directly contribute to optimizing iCloud's performance and resource utilization, influencing the unit cost of services and the overall customer experience.3+ years of relevant experience in large-scale cloud services or similar environments Strong software engineering background and experience with ML-based modeling, time-series forecasting, and data-driven decision making for cloud services Exceptional analytical and problem-solving skills, with the ability to communicate complex ideas clearly and effectively to cross-functional teams Hands-on experience with platform observability tools, enabling deep insights into service performance and helping to drive optimizations Experienced in developing cost models and strategies for software services, ensuring optimal resource utilization and cost-effectiveness Bachelor or Masters degree in Computer Science, Engineering, or a related fieldExperience applying classical optimization techniques to real-world systems or infrastructure problems Demonstrable experience in capacity planning and resource optimization using machine learning and/or optimization techniques Knowledge of machine learning pipelines and service monitoring tools a plus PhD in CS or related field with a focus on machine learning, optimization, or large-scale distributed systems. You will collaborate closely with engineering teams, data scientists, and finance experts to develop and implement strategies that align with Apple's cloud sustainability and resource utilization principles.