Sweat is a non-invasive fluid used to monitor various medically relevant analytes for disease diagnosis and healthcare monitoring. Sweat patches are used to collect contaminant-free sweat from individuals in any setting. In the past 50 years, sweat patches have evolved on various fronts, like fabrication methods, materials, and microfluidic channel designs. The primary goal of this study is to explore the evolution of sweat patches over the last 50 years in terms of materials such as polydimethylsiloxane (PDMS), adhesives, and other polymers, as well as microfluidic channel geometries and fabrication approaches. In addition, modern sweat patches are integrated with electrodes and electronic systems that enable sweat collection and in-situ analysis. The sweat patches are classified into two classes: early and modern sweat patches. Further, applications of these sweat patches in monitoring hydration, performance, metabolites, and disease diagnosis have been elaborately discussed. In the end, the conclusion and future outlook are discussed to give insight into further research.