In aldehydes, the hydrogen atom connected to the carbonyl carbon helps distinguish aldehydes from other carbonyl compounds using ¹H NMR spectroscopy. The closeness of aldehydic hydrogen to the electrophilic carbonyl carbon highly deshields the hydrogen atom causing its signal to appear around 10 ppm in the ¹H NMR spectra. α hydrogens split the aldehydic proton signal, which helps identify the number of α hydrogens in the molecule. For instance, one α hydrogen creates a doublet for an aldehydic signal. α hydrogens are also deshielded and appear downfield compared to β and γhydrogens. The α hydrogens further split into multiple peaks depending on the number of hydrogens present on the surrounding carbons. Likewise, signal splitting occurs for β and γhydrogens, indicating the number of hydrogens on each adjacent carbon atom.

The ¹³C NMR spectra of aldehydes and ketones show a distinct peak around 190–200 ppm.

Mass spectrometry gives information about the molecular mass of the compound and the different molecular fragments. Since aldehydes can readily lose hydrogen, the mass spectra of aldehydes have M⁺–1 peak, whereas ketones show the molecular ion peak (M⁺) peak. Apart from the more common α cleavage that generates the acylium ion, the aldehydes and ketones that contain γhydrogen can undergo the McLafferty rearrangement. The rearrangement occurs viaβ cleavage to form the corresponding molecular fragments.