This comprehensive review thoroughly examines soil salinity as a significant agricultural challenge stemming from both natural and human factors. It delves into a wide array of literature to elucidate the emergence of soil salinity as a prevalent issue, offering detailed insights into mitigation strategies and providing an overview of the current soil salinity status and management techniques. The adverse effects of saline conditions on soil health, agricultural output, and ecosystem stability are clearly outlined. This review particularly emphasizes the role of low-rank coal (LRC) and coal-solubilizing bacteria in holistic remediation strategies. Recent advancements in LRC bacterial solubilization offer a sustainable solution for reclaiming saline soils, improving soil quality, and fostering microbial activity. Furthermore, the review aims to analyze recent studies on the bacterial solubilization of LRC, highlighting its potential in bioremediation, resource recovery, and sustainable agriculture practices. Overall, this comprehensive review significantly contributes to existing knowledge by detailing recent advancements in LRC solubilization by bacteria, demonstrating its potential for environmental restoration, soil revitalization, and crop production, and emphasizing its broader applications across various industries, thus paving the way for eco-friendly solutions and sustainable growth.