Example storage systems, file system interfaces, and methods provide cache commit timing management for aggregated writes. A system includes a data cache configured to aggregate data requests in buffer segments. A cache manager determines a delay threshold for each buffer based on usage values of the data cache. The cache manager monitors a commit time value, determines when the commit time value satisfies the delay threshold, and moves aggregate data elements from the buffer to persistent storage.