Bloomsbury is a borough in Hunterdon County, in the U.S. state of New Jersey. As of the 2020 United States census, the borough's population was 792, a decrease of 78 (−9.0%) from the 2010 census count of 870, which in turn reflected a decline of 16 (−1.8%) from the 886 counted in the 2000 census.

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