Chemically powered active colloids have received considerable attention over the past two decades owing to their autonomous motion in a fluid environment, and have been regarded as promising candidates to be used in drug delivery, environmental remediation, precision medicine, single cell manipulation, etc. However, as they advance towards practical applications, several challenges still require careful attention and refinement, such as improving chemical energy efficiency, achieving real-time navigation and precise localization, enhancing lifespan, ensuring biocompatibility, and so on. Here, the focus is on the development of representative chemical reactions that support the self-powered motion of these active colloids, including hydrogen peroxide decomposition, enzymatic reactions, redox reactions, acid–base reactions, etc. The advanced progress in this field, including the structures design, the propulsion mechanism, the interaction between the active colloids and their surroundings, and their applications and performance are also summarized. Finally, scientific challenges and future perspectives for ongoing research in this field are presented.