Systems, methods, and other embodiments are disclosed that are configured to provide distributed workbook storage for a multi-dimensional database system. In one embodiment, a workbook is created where the workbook is a personal data repository which is a subset of a domain of persistent multi-dimensional data cache of the multi-dimensional database system. A distributed storage location is selected for the workbook from multiple distributed storage locations of the data cache. A round robin selection process is used that promotes balanced loading and usage of multiple workbooks stored across the multiple distributed storage locations. A workbook directory structure is created for the workbook within the selected distributed storage location. The workbook directory structure reflects a same directory structure provided by a common global domain of the multi-dimensional database system up to a root directory of the selected distributed storage location.