Population growth, urbanization, and the effects of climate change all exacerbate the problem of global water scarcity, which poses a serious obstacle to sustainable development. Solar distillation emerges as a critical solution, converting brackish or saline water into potable water using alternative energy. Despite a wealth of information on solar still adaptations, identifying the most efficient design for residential and industrial settings remains challenging. Hence, a comparative analysis of various solar designs is essential, considering practical and financial aspects. This study aims to showcase the work of researchers who are trying to make solar distillation systems more productive by looking at new techniques used in spherical and pyramidal solar stills. The goal of this research is to identify the design variables that influence efficiency, enabling the achievement of desired results with ease. Researchers have investigated various interventions, such as integrating moving parts with other components, modifying the basin's shape or size, incorporating filaments into the wick, reducing surface tension through the use of floats or balls, incorporating magnetic fields, and improving the electric field. According to research, a magnetic field (220 mT) above and below the basin increases molecular motion and evaporation, resulting in a 41 % efficiency gain. Spherical stills don't require solar tracking systems because their uniform exposure to solar radiation makes them more efficient than pyramid stills. Reviews find that adding a rotating ball and phase-changing materials significantly enhances the efficiency of spherical stills, making them the best design. Mirrors reflect sunlight; an overview of related literature shows that it leads to additional production. Future research will focus on comprehending annual production rates and their associated costs, aiming to enhance our application strategies for solar distillation technology.