Microorganisms are microscopic organisms, either single-celled or multicellular, and their association with humans is well represented by the term human microbiome. Skin is the largest organ of the human body and primary interface with outer environment, and thus harbors various microorganisms. Recent studies recognized the significance of bacterial flora found on the surface of the skin and its application in personal identification. In particular, hand surface can be an environment of primary interest, as it harbors higher level of microbial diversity than other parts of the skin. In this study, diversity of microbial communities inhabiting the palms of different individuals was explored using culture-based methods A total of 686 bacterial strains were obtained, and identified based on 16S rRNA gene sequence analysis. Among the isolates, the genera Staphylococcus, Micrococcus and Enhydrobacter were recovered as major taxa. Twenty strains could be recognized as candidates for novel species, as the 16S rRNA gene sequence similarities with known species were around 97%. Variations in the bacterial composition among individuals could be observed. The resultant data confirmed a high potential of palm microbial flora in the forensic application for personal identification.