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Olunga plays for Al Duhail, a Qatari football club that competes in the Qatar Stars League. The club was founded in 1996 and has won the league title a total of 12 times, most recently in the 2020–21 season. Olunga joined the club in 2019 and has since scored 27 goals in 52 appearances.