Description: Machine performance monitoring is the process of tracking the performance and efficiency of machinery, using various tools and technologies to collect real-time data. This process allows companies to identify potential issues, optimize resource use, and improve overall productivity. Through sensors and specialized software, parameters such as speed, temperature, energy consumption, and other key performance indicators (KPIs) can be measured. Monitoring not only helps prevent unexpected failures but also facilitates predictive maintenance, reducing costs and downtime. In an increasingly competitive industrial environment, the ability to analyze and adjust machine performance has become a critical factor for business success. Additionally, the integration of technologies such as the Internet of Things (IoT) and artificial intelligence (AI) has transformed how this monitoring is conducted, enabling deeper analysis and quicker responses to changing operational conditions.