In this paper, we analyze several various classes of Stepanov multi-dimensional almost periodic functions in Lebesgue spaces with variable exponents. The introduced classes seem to be new and not considered elsewhere even in the case that the exponent p(center dot) has a constant value. We provide certain applications to the abstract (degenerate) Volterra integro-differential equations in Banach spaces.