In recent years, the potential benefits of acetazolamide in managing fluid overload in acute decompensated heart failure (ADHF) have attracted the attention of researchers. This article reviews the pharmacological mechanism of acetazolamide, how it improves patient symptoms and clinical prognosis in the treatment of heart failure, and the research progress in clinical application. The aim is to provide theoretical and research basis for clinicians to adjust and choose the comprehensive application plan of diuretics for ADHF, and to provide new ideas and directions for further research and development of new drugs targeting diuretic resistance in ADHF patients.