In this paper, we describe the properties of split octonions and their connection with the 2 × 2 Zorn vector matrix containing both scalar and vector components. Starting with a brief description of gravito-dyons, we reformulate the generalized linear gravitational field equations of gravito-dyons in terms of split octonion. We express the generalized gravito-Heavisidian (GH) potentials, fields, and various wave equations of gravito-dyons in terms of split octonions variables. Accordingly, we demonstrate the work-energy theorem of classical mechanics reproducing the continuity equation for the case of gravito-dyons in terms of split octonions. Further, we discuss the split octonionic form of linear momentum conservation law for gravito-dyons in the case of linear gravitational theory. We have summarized the various split octonion equations for the case of the generalized GH-field of gravito-dyons and the generalized electromagnetic field of dyons. The unified fields of dyons and gravito-dyons have been demonstrated and corresponding field equations are discussed in unique and consistent manner in terms of split octonions.