Olive Branch is the sixth most populous city in Mississippi, US, located in DeSoto County. At the 2020 census the population was 39,711. Oliv…Olive Branch is the sixth most populous city in Mississippi, US, located in DeSoto County. At the 2020 census the population was 39,711. Olive Branch is part of the Memphis Metropolitan Statistical Area, a region that consists of three counties in southwest Tennessee, five counties in northwest Mississippi, and one county in eastern Arkansas. Along with other rapidly growing places in DeSoto County, Olive Branch attributes most of its growth and development to the exodus of large numbers of families from central Memphis.
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