The spread of antibiotic resistance (ABR) in uncommon human pathogens endangers global public health, escalating morbidity, death, and healthcare expenditures. Pantoea agglomerans, a member of the Erwiniaceae family that rarely infects humans, is emerging as a drug-resistant nosocomial pathogen. Seven P. agglomerans isolates were recovered from bacteremia patients at a tertiary care hospital in Kolkata, West Bengal, between March 2022 and October 2022. The isolates were evaluated for phenotypic resistance, β-lactamase and plasmid-mediated quinolone resistance (PMQR) genes, plasmid profiling, and clonality assessment. All isolates were resistant to fluoroquinolones and third-generation cephalosporins, with four resistant to carbapenems. The following β-lactamases and PMQR genes were identified: blaOXA-1 (n = 1), blaTEM (n = 1), blaCTX-M-1 (n = 2), blaNDM (n = 5), blaOXA-181 (n = 1), qnrB (n = 2), and qnrS (n = 4). Six isolates carried up to seven plasmids ranging in size from 2 kb to > 212 kb. IncFI, FII, HI, and X3 plasmid types were detected in three isolates, while the rest remained untypable. Four different genetic patterns were noted. Four isolates were clonally related, with three being clonal. The swap of environmental isolates to human pathogens exacerbates the ABR dilemma, periling patient care and outcomes. This is the first report in India of a carbapenem-resistant P. agglomerans blood isolate carrying blaOXA-181. In-depth genomic research of drug-resistant microbes adapted to the environment-human interfaces might underpin the source-route-containment of ABR.