Industrial downtime, the unexpected cessation of production processes, is a significant challenge faced by manufacturing and industrial facilities. It can lead to substantial financial losses, delays in product delivery, and damage to the reputation of a business. Fortunately, the advent of IoT and predictive maintenance technologies offers a promising solution to mitigate the impact of downtime.