Understanding how electrolyte composition influences the structural factors governing charge storage in Prussian Blue analogues (PBAs) requires disentangling the coupled effects of ion desolvation, structural disorder, and transport pathway connectivity. Here, we demonstrate that electrolyte identity induces structural disorder, which correlates with transport dispersion observed under identical electrochemical conditions. To establish this relationship, Fe-, Co-, and Ni-based hexacyanoferrate thin films were electrodeposited in chloride electrolytes (KCl, NaCl, NH$4Cl, and LiCl), enabling a comparative investigation of structure--transport correlations across multiple length scales.While all systems crystallize in the cubic PBAs structure, pronounced electrolyte-dependent variations in lattice parameter, defect density, and local coordination environment are observed. Na+ induces lattice expansion but simultaneously promotes vacancy formation, microstrain, and structural heterogeneity, whereas K+ and NH4+ yield more coherent frameworks with reduced disorder. Raman spectroscopy reveals that increasing structural disorder broadens the distribution of local coordination environments, which directly translates into a distributed electrochemical response.Electrochemical impedance spectroscopy reveals that charge storage is governed by coupled ion--electron transport processes, with impedance increasing by more than one order of magnitude from FeHCF to NiHCF. Importantly, the constant phase element (CPE) exponent systematically decreases with increasing Raman band broadening, revealing a strong correlation between structural disorder and transport dispersion.These results demonstrate that electrolyte identity controls not only lattice dimensions but, more critically, the topology and connectivity of defect networks. Optimal electrochemical performance therefore arises from a balance between structural coherence and accessible transport pathways, rather than lattice expansion alone.