Despite a perceived increase in attention to gender differences in medicine, a comprehensive assessment of gender equality research, particularly in cardiology, remains underexplored. This observational retrospective study, focusing on documents related to “Gender Equality” according to the Sustainable Development Goals, reveals cardiology as a significant area for gender equality research, albeit with a decline in publications post-2018. The analysis highlighted a concentrated effort in the United States and a considerable impact gap between gender-focused and general cardiology research. The global academic community must intensify research into gender disparities, which is essential for achieving professional gender equality and addressing the burden of cardiovascular diseases.