This paper examines if the land parcels in Indian villages exhibit caste-based clustering. Using digitised cadastral maps of two villages in Uttar Pradesh and a unique data set collected by conducting a survey in these two villages, we determine the caste of the owner of each parcel. We then used spatial methods to calculate Moran's Index for caste-based clustering. In both villages, we observed a statistically significant level of clustering of land parcels based on caste groups.