Financial inclusion plays a vital role in achieving inclusive economic growth by integrating the unbanked population into the formal banking system. In India, rural communities and women entrepreneurs often face barriers such as limited access to banking services, low financial literacy, and socio-economic constraints. Women constituting half of our population represent an untapped source of economic growth and entrepreneurship is one way of using the vast pool of human resource as mediators of that growth. While banks do not deliberately exclude women and rural areas, something in the system is not working. It therefore becomes imperative that any vision of India's financial system in the coming years takes this financial gap as a matter of concern. This study examines the role of banking and financial inclusion initiatives in promoting rural development and empowering women entrepreneurs. The research is descriptive and analytical in nature and is based on secondary data collected from reports of the Reserve Bank of India, NABARD, World Bank, and government publications, along with an illustrative survey of rural women entrepreneurs. The paper highlights major financial inclusion initiatives, evaluates their impact, identifies challenges, and suggests measures to strengthen financial inclusion for sustainable rural development and women entrepreneurship. Financial literacy for women is a key, but awareness in society also has to play a big role in bridging this gap and the paper is step in that direction.