In the last few years, transition‐metal‐catalyzed chelation‐controlled ortho‐acylation utilizing methyl arene as the acyl partner has emerged as a powerful technique to achieve diverse complexity with diaryl ketone skeleton contrast to the traditional cross‐coupling/Friedel‐Craft reaction. Diaryl ketones are a significant building block that exists in pharmaceuticals, agrochemicals, natural products, functional materials, and many other useful compounds. In this context, the up‐to‐date developments in Pd(II)‐catalyzed ortho‐acylations of arenes and heteroarenes with toluenes as acyl surrogate are studied with advantages, limitations, mechanistic pathways, and prospective.