Methods, systems, and media to enhance memory overflow management by identifying a memory overflow condition associated with execution of a task and adjusting memory allocation for the task to attenuate the memory overflow condition are disclosed. In particular, embodiments reduce the impact of repetitious memory overflow conditions caused by a specific task by increasing the memory allocation for that task. The memory overflow may also be reported to a technical service provider to help the technical service provider identify and fix the code that is responsible for the memory overflow. Many embodiments monitor an extent of the overflow and determine an allocation correction term based upon the extent of the overflow. In some situations, application of a correction term to increase the memory allocation for the task may advantageously eliminate the cause of the memory overflow condition. In further situations, the impact of the memory overflow condition is attenuated.