Business dynamics have undergone a remarkable transformation in recent years, primarily driven by the digital revolution. Micro, Small, and Medium Enterprises (MSMEs) are recognized as the cornerstone of economic growth and development, and their adaptability to this digital era is paramount.This empirical investigation explores the complex relationship between entrepreneurs' awareness, perceptions, and intentions and their influence on the adoption of digitalization, with a focus on the digital initiatives of the Small Industries Development Bank of India (SIDBI), which aims to transform MSMEs digitally. Various constructs, such as entrepreneurs' awareness, perceptions, and intentions, are used to evaluate digital adoption in small businesses. By examining entrepreneurs' levels of awareness, perceptions, and intentions, we aim to uncover the fundamental factors that shape their strategic choices regarding digital adoption.This study employs structural equation Modeling (SEM) through AMOS and adopts an explanatory survey method. It involved engaging Indian MSMEs with a total of 300 participants. Of these, 220 successfully submitted fully filled-out questionnaires through Google Forms.It is noteworthy that the examination of the research model revealed promising results by meeting the thresholds of CFI, RMSEA, and other similar measures. Findings reveal that entrepreneurs' awareness and intention positively influence digital adoption in MSMEs, whereas entrepreneurs' perception has no significant influence on digital adoption in MSMEs.This study has significant practical implications for policy formulation, entrepreneurial decision-making, collaborative efforts, risk mitigation, and future research directions in the context of digitalization within the MSME sector.