Born in Santo André, São Paulo, Zanocelo joined Ponte Preta's youth setup in July 2016, from Juventus-SP, after previously playing futsal for Corinthians, Remo and Portuguesa.

[2] Zanocelo made his first team debut on 20 March 2019, coming on as a late substitute for Nathan Silva in a 0–1 Campeonato Paulista away loss against Palmeiras.

Zanocelo scored his first goal for Peixe on 23 February 2022, netting his team's second in a 3–0 away win over Salgueiro, for the year's Copa do Brasil.

[11] On 1 April 2023, Zanocelo was loaned to fellow top tier side Fortaleza until the end of the year, with a buyout clause.

[13] On 30 January 2024, following Santos' first-ever relegation to Série B, Zanocelo was loaned to Portuguese Primeira Liga club Estoril until 31 December 2024.