Let →p:=(p1,…,pn),→r:=(r1,…,rn)∈[1,∞)n, L→r(ℝn) be the mixed-norm Lebesgue space, and 𝜃 an integrable function. In this paper, via establishing the boundedness of the mixed centered Hardy–Littlewood maximal operator M→p from L→r(ℝn) to itself or to the weak mixed-norm Lebesgue space WL→r(ℝn) under some sharp assumptions on →p and →r, the authors show that the 𝜃-mean of f∈L→r(ℝn) converges to f almost everywhere over the diagonal if the Fourier transform ̂𝜃 of 𝜃 belongs to some mixed-norm homogeneous Herz space Ė→p′(ℝn) with →p′ being the conjugate index of →p. Furthermore, by introducing another mixed-norm homogeneous Herz space and establishing a characterization of this Herz space, the authors then extend the above almost everywhere convergence of 𝜃-means to the unrestricted case. Finally, the authors show that the 𝜃-mean of f∈L→r(ℝn) converges over the diagonal to f at all its →p-Lebesgue points if and only if ̂𝜃 belongs to Ė→p′(ℝn), and a similar conclusion also holds true for the unrestricted convergence at strong →p-Lebesgue points. Observe that, in all these results, those Herz spaces to which ̂𝜃 belongs prove to be the best choice in some sense.