Recently bibliometric analysis has gained significant importance in quantitative assessment for analyzing scientific outputs, the linkage between universities, authors, funding organizations, and development enactment, with several other applications. Therefore, the scientific community needs an advanced tool to analyze a wide range of scientific data with precision and accuracy. This chapter aims to provide up-to-date bibliometric analysis on bio-based pharmaceutical excipients including network and overlay visualization for publication from 2000 to 2021, retrieved from the Scopus database. The documents considered were original research and conference proceedings numbering 2923. The bibliometric analysis revealed that research interests in bio-based are expanding throughout the globe, as a potential source of biomaterial for allied pharmaceutical sciences.