This systematic review examines the intricate relationship between Science, Technology, Engineering, Arts, and Mathematics (STEAM) education, digital competence, and sustainable innovations in the context of academic institutions. This study, conducted through a meticulous PRISMA-guided literature review, spans the decade from 2013 to 2023, focusing on publications from the Scopus and Web of Science databases. The NOISE analysis model guides the exploration, emphasizing the Needs, Opportunities, Improvements, and Strengths in upskilling educators for the digital age. By synthesizing findings, this review highlights the multifaceted nature of digital competence, emphasizing its critical role in the knowledge society. Sustainable innovation emerges as a complex yet essential concept for future digital competencies. Key findings underscore the imperative for a continuous upskilling of educators and the transformative potential of STEAM pedagogy in fostering a holistic, transdisciplinary approach to education. The NOISE analysis offers practical insights, paving the way for future research directions, including the development of a robust conceptual framework for STEAM-based pedagogy. This review contributes by adding a culturally sustaining education framework for STEAM, which adds to existing knowledge by elucidating the symbiotic relationship between STEAM education, digital competence, and sustainable innovations, providing a nuanced understanding crucial for navigating the evolving educational landscape.