Chipeta started his career in Zimbabwe with Hwange Colliery, where he remained for two years before leaving his homeland for South Africa for the first time.[4] 2014 saw Chipeta join newly promoted Premier Soccer League side Chippa United.[5] He made his debut for Chippa in a 1–1 draw at home to Mamelodi Sundowns on 22 October. In total he made 18 appearances and scored 1 goal in his first season with Chippa.[6] In his second season, he scored 3 goals in 25 appearances.[6] In April 2016, ahead of the 2016–17 season, Chipeta agreed to join Ajax Cape Town.[7]