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Sugarcane (Saccharum sp.) is potential as a biofuel and biomaterial source for its high cellulose content. Cellulose is the main constituent of the plant cell wall, as a linear chain arranged in a polysaccharide bundle, called cellulose microfibril. A gene named COBRA has been revealed to play role in the orientation of microfibril and cellulose crystallization. The COBRA gene in the Saccharum spp is under-explored. Therefore, the in silico study was conducted to explore the COBRA gene in Saccharum sp. By comparative genomics methods, the COBRA genes from Arabidopsis sp. (AtCOBLs) were compared to the Saccharum sp. (SoCOBLs). The conserved domain was then identified and the cluster system was constructed under a phylogenetic tree. Furthermore, each SoCOBLs protein was modelled to analyze its structure. According to the analysis, eleven of Saccharum sp. genomic scaffolds were successfully identified. Moreover, conserved domain identification resulted in nine SoCOBLs proteins. The phylogenetic tree showed two main clusters: I and II, differentiating those COBLs families based on the protein sequence, domain motif and amino acid properties. It leads to the variation of SoCOBLs protein structure as the results of the amino acid properties. Overall, the COBRA gene has been identified genomically in Saccharum sp. Yet, the function and tissue-specific expression are still unclear. It was predicted to act as the regulator of microfibril orientation and the cellulose synthesis process. Hence, further analyses by in vitro and in vivo are indispensable.