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Katanec's professional playing career commenced at Olimpija Ljubljana, a Slovenian football club based in the capital city of Ljubljana. Established in 1911, Olimpija Ljubljana holds the distinction of being the oldest continuously operating football club in Slovenia. Recognized for its green and white colors, the club has consistently maintained a presence in the top tier of Slovenian football, achieving numerous domestic league and cup titles throughout its history.