Ground improvement techniques play a pivotal role in enhancing the geotechnical properties of soil, addressing the challenges posed by urbanization, infrastructure development, and environmental sustainability. This bibliometric review delves into the evolving landscape of sustainable methods in ground improvement, aiming to provide a comprehensive overview of the research trends, emerging technologies, and future prospects in this field. By employing advanced bibliometric analysis, systematically scrutinize a vast array of scholarly publications spanning multiple decades. This review unveils key thematic areas, influential authors, research hotspots, and citation networks, shedding light on the trajectory of sustainable ground improvement methods. This also identify pivotal documents that have significantly shaped the discourse, serving as foundational pillars for future research. This review underscores the increasing importance of sustainable practices in ground improvement, aligning with global efforts to mitigate the environmental impact of construction activities. The analysis reveals a growing interest in environmentally friendly techniques, such as geosynthetics, bioremediation, and novel materials, that promise to revolutionize the field. In conclusion, this bibliometric review not only offers a panoramic view of the current research landscape but also provides valuable insights into the future dynamics of sustainable methods in ground improvement. By leveraging this knowledge, researchers, practitioners, and policymakers can steer their efforts towards more environmentally responsible and resilient construction practices, ultimately contributing to a more sustainable built environment.