Alfalfa (Medicago sativa L.) is an important forage legume with high feed value and productivity. Because cultivated alfalfa is an outcrossing autotetraploid species with high heterozygosity, phenotype-based cultivar identification can be limited by environmental variation and within-cultivar genetic diversity. In this study, single nucleotide polymorphism (SNP) markers were developed for the identification of the Korean alfalfa cultivar ‘Alfaking (MSCB07)’. Newly generated genotyping-by-sequencing (GBS) datasets for ‘Vernal 25’ and ‘Common (AF)’ were analyzed together with a previously generated whole-genome sequencing (WGS) dataset of ‘Alfaking (MSCB07)’. After alignment to the reference genome and SNP filtering, 20,375 SNP loci were retained for downstream analysis. Principal component analysis and neighbor-joining tree analysis separated ‘Alfaking (MSCB07)’ from the other analyzed cultivars. Genotype pattern comparison identified two diagnostic barcode groups, and their combined profile distinguished ‘Alfaking (MSCB07)’ as “bb” among the analyzed cultivars. Finally, 54 SNP loci were selected as candidate markers for ‘Alfaking (MSCB07)’ discrimination. These results suggest that the selected SNP markers may be useful for cultivar identification, seed purity control, and cultivar protection of ‘Alfaking (MSCB07)’. Further validation with additional alfalfa cultivars and genetic resources is needed to confirm the broader applicability of these markers.