Key Clinical MessageGram‐negative bacteria of the genusPantoeaare emerging bacterial causes of diverse sporadic and outbreak‐linked infections. ChronicPantoeaabscesses are unusual and may give rise to a differential diagnosis of malignancy. Foreign body retention and host immune defects may be risk factors for such chronic infections.