Women are essential to agriculture, making major contributions to rural economics, livestock management, and food production. Nevertheless, in spite of their efforts, they encounter significant obstacles when trying to obtain agricultural data, which restricts their economic prospects and production. In addition to examining important issues including gender bias in extension services, restricted access to technology, land ownership restrictions, and sociocultural restraints, this article also addresses the crucial role that agricultural knowledge plays in empowering women farmers. Targeted solutions, like gender-inclusive agricultural training, increasing digital and mobile-based advising services, enhancing women's access to financial resources, and fusing agricultural education with domestic duties, are required to close this knowledge gap. Successful programs that have improved women's access to agricultural information are illustrated by case studies from Bangladesh, Kenya, and India.