Data collection in catalysis involves various techniques such as spectroscopy, chromatography, and microscopy. These techniques provide detailed information on catalyst structure, composition, and performance under different conditions. For instance, techniques like X-ray diffraction (XRD) and scanning electron microscopy (SEM) help in understanding the crystalline structure and surface morphology, respectively.