The "QBMAPI64 out of memory" error in QuickBooks Desktop occurs when the software cannot allocate sufficient memory, often due to large company files, insufficient RAM, or corrupted program files. Resolving this issue may involve increasing system memory, updating QuickBooks, or repairing program files.