Abstract: Methods, computer program products, and systems are provided herein for providing predictive maintenance for an industrial cleaning device. An example method includes receiving operational data indicating operational parameters associated with the industrial cleaning device during operation thereof. The method further includes identifying a trend in the operational data. The method further includes determining that a particular fault event associated with the industrial cleaning device is likely to occur within a particular time frame. The method further includes providing an alert indicating that the particular fault event is likely to occur within the particular time frame.