In this paper, we introduce almost ternary subsemirings of ternary semirings. We also investigate the properties of the union and the intersection of two almost ternary subsemirings. Moreover, we apply the fuzzy sets to study the fuzzifications of almost ternary subsemirings and provide the relationships among almost ternary subsemirings and their fuzzifications.