In this speech, we’ll delve into the effective management of cloud resources, exploring key challenges and opportunities in constructing modern monitoring systems. We’ll discuss the utilization of data science and machine learning to enhance the reliability of cloud services. Throughout our discussion, we’ll clarify the distinction between uniform and dense workload distribution approaches and explore technologies designed to maintain infrastructure in an optimal state. This includes minimizing power consumption, thereby reducing both operational costs and environmental impact. We firmly believe that every piece of data generated by any system should be employed to maximize cloud capabilities.