Predictive Maintenance in Smart Factories leverages Information Fusion and Data Science, crucial for Industry 4.0. The text details hybrid cloud-to-edge architectures and data-driven methodologies, including self-tuning AI models for Remaining Useful Life estimation and fault prediction. Industrial use cases demonstrate the SERENA platform’s ability to reduce maintenance costs and unexpected downtime, making advanced PdM accessible to all manufacturers.