Arlington is a town in Shelby County, Tennessee. The population was 2,569 at the 2000 census and 11,517 at the 2010 census, for a gain of 348.3% during the decade. The 2010 US Census shows that Arlington is the 2nd fastest growing community in the State of Tennessee. It is one of seven municipalities in Shelby County.