*Club domestic league appearances and goals, correct as of 17:27, 7 December 2024 (UTC) ‡ National team caps and goals, correct as of 16:20, 21 June 2023 (UTC)
Wolf is a youth exponent from 1860 Munich. He made his 2. Bundesliga debut on 26 October 2014 against Braunschweig in a 2–1 home defeat, being substituted for Valdet Rama in the 72nd minute.[3] On 21 February 2015, Wolf scored his first professional goal in a 2–1 home win against St. Pauli, when he brought his team to a 2–0 lead assisted by Daniel Adlung.[4] He moved to Hannover 96 on 8 January 2016.[5]
He was loaned by Hannover to Eintracht Frankfurt in January 2017. His loan contract was extended for the 2017–18 Bundesliga season. In January 2018, Eintracht Frankfurt exercised the option to sign him permanently and he signed a contract until June 2020.
On 2 September 2019, Wolf was loaned out to Hertha BSC for the 2019–20 season.[8] On 2 October 2020, he joined 1. FC Köln on loan for the 2020–21 season.[9] Wolf later returned to his parent club, Borussia Dortmund, and started playing as a full-back or wing-back.[10]
On 18 May 2024, Borussia Dortmund announced that Wolf will leave the club after the season.[11]
On 8 August 2024, Wolf signed a three-year contract with FC Augsburg.[12]
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