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Key parts of an electrochemical energy storage device are the active material, the electrolyte, the binder, and the conductive additives. This dissertation investigates the role of such individual components on the device’s overall performance and how they interact with each other to influence the device’s ability to store energy and longevity. Three aspects of the performance of electric double-layer capacitors are investigated: (1) The role of the conductive additives on performance and longevity, where 5 wt% admixture shows the best capability. (2) The role of the active material and the electrolyte with an increased capacitance when the pore width matches the ion size. (3) The volumetric expansion of carbon electrodes during charging is depending on the size ratio of the ions and the pore width. Further, an asymmetry in charging mechanism is found for two-dimensional metal carbides, MXenes, in ionic liquids. The charging mechanism is based on cation (de-)intercalation. The role of binder properties on the performance of battery electrodes was investigated with intercalation-induced volumetric changes of the active material. Moreover, the multi-length scale approach using different in situ measurement techniques reveals a promising way to understand mechanisms in electrochemical energy storage devices. The combination of dilatometry with quartz-crystal microbalance, X-ray diffraction or small-angle X-ray scattering shed light on potential-induced structural changes in the systems.