A computing device can monitor a set of memory usage metrics of the computing device. Based on historical memory usage data and the set of memory usage metrics, the computing device can determine whether memory usage will exceed a critical memory threshold at a future instance in time. In response to determining that the memory usage will exceed the critical memory threshold at the future instance in time, the computing device can degrade one or more application features of an application executing on the computing device.