On 30 August 2019, Burke was loaned to La Liga club Alavés for the season. Burke made his debut for his new club in their 1–0 defeat to Sevilla on 15 September. He scored his first goal for Alavés in a 2–1 La Liga win over Eibar on 7 February 2020.