On 7 March 2018, Estrela played his first match as a professional with the B team, coming on as a second-half substitute in a 6–0 away loss against C.D. Nacional in the LigaPro.[3]
Portimonense
In June 2019, Estrela signed a three-year contract with Primeira Liga club Portimonense SC,[4] being initially assigned to its under-23 team where he acted as captain.[2] He only made his league debut on 16 April 2022, as a late substitute in the 7–0 defeat at former side Porto.[5][6]
Estrela scored his first goal in the top division on 16 September 2022, the only in a win over G.D. Chaves through a penalty.[7]