Predictive maintenance in manufacturing analytics involves the use of predictive models and algorithms to forecast equipment failures and schedule maintenance proactively. By analyzing historical maintenance data and equipment sensor data, predictive maintenance algorithms can identify patterns indicative of potential failures and issue alerts or recommendations for maintenance before equipment breakdowns occur, minimizing downtime and maintenance costs.