Our latest innovation in data analytics is an advanced system that enables predictive maintenance and automatic anomaly detection on industrial equipment. Using Big Data and Machine Learning techniques, this system collects real-time data from each machine and analyses it to foresee potential failures before they occur, thus avoiding unplanned downtime and reducing maintenance costs. In addition, the system is able to automatically identify any unusual deviations in machine operation, enabling early intervention to avoid major problems. This innovation not only improves operational efficiency by ensuring continuous operation of equipment, but also optimises resources by scheduling maintenance more accurately. With this solution, companies can maximise the availability of their assets and improve their competitiveness in the market.