Purpose: This systematic literature review aimed to analyze trends, key findings, and research opportunities in manufacturing sustainability from 2019 to 2023. Methodology: A systematic review of 134 publications was conducted, focusing on technological advancements, research gaps, and the impact of global events on manufacturing sustainability. Findings: The review revealed: (1) A shift towards advanced technologies like AI and blockchain, driving sustainability improvements; (2) Significant research gaps in social, policy, and regulatory dimensions; (3) The COVID-19 pandemic's role in accelerating digital transformation in manufacturing. Practical implications: Strategic recommendations are provided for industry, policymakers, and academics to address identified gaps and leverage emerging technologies for sustainable manufacturing. Originality: This review offers a comprehensive analysis of current trends and critical areas for future research in manufacturing sustainability, particularly in the context of rapid technological advancements and global disruptions.