The study investigates the factors contributing to the success and failure of small and medium enterprises (SMEs) in Bangladesh, employing multivariate analysis to analyze primary data from 23 entrepreneurs. It identifies key success factors such as relationship dynamics and organizational aspects, while highlighting failure influences including sustainability, supply chain issues, and product-related challenges. The research aims to assist SMEs in developing effective strategies by understanding these critical factors affecting their entrepreneurial success and obstacles.