A reliable analytical tool optimised for the study of complex structural properties of functional materials, e.g. nanomaterials’ structure and morphology, atomic distortion and disorder, and phase heterogeneous electrode reaction, has become increasingly important to elucidate the impact of these structural properties on materials’ functionalities. For this, we apply modern techniques that combine data science, structure modelling and computation simulation to combat the analytical challenges in the study of intricate atomic structures.