AIOps, a technology practice aimed at enhancing enterprise IT operations, is particularly useful in addressing the prevalent issue of alert noise from monitoring tools. Traditional methods involve layering machine learning platforms over existing monitoring systems to filter alerts, but this approach often fails due to unreliable data inputs and the extensive effort required to manage alerting rules. Instead, a more effective solution focuses on eliminating poor-quality data inputs from the start. Dynatrace offers a streamlined solution by automatically monitoring various system components and adapting to changes in real-time, providing deep insights without creating alert rules or noise. This approach ensures reliable data for its AI engine, which can automatically detect issues and pinpoint root causes, thereby effectively solving the problem of alert noise and enhancing AIOps strategies with minimal manual intervention.