The surname Bajaj is traditionally associated with mercantile and trading communities such as the Arora, Khatri, and Bania castes, as well as certain Jain and Sikh families originating from Punjab and Rajasthan. Historically rooted in commerce (derived from the traditional term for a cloth merchant), it represents an established and respected commercial community rather than a traditional hierarchical caste ranking.