Quick Answer. Blister-like scabs in or near the armpit are commonly caused by conditions such as allergic contact dermatitis, psoriasis, yeast infection and skin tagging, according to WebMD. Since each of these conditions has a different underlying cause, they each require a different type of treatment. Continue Reading.