Chelsea is a city in Shelby County, Alabama, United States. Chelsea was incorporated on March 1, 1996, with a population of 906. At the 2000 census the population was 2,949. According to U.S. Census Bureau, the 2010 population for Chelsea was 10,183. Chelsea is widely considered the fastest growing city in Shelby County, which is the fastest growing county in the state of Alabama.