Estrada began his career with Sportivo Palermo, in 1933 he joined Huracán where he made 102 league appearances for the club before his transfer to Boca Juniors at the end of the 1937 season.
Estrada made his debut for Boca on 3 April 1938 in a 1–1 away draw with Ferro Carril Oeste. He went on to win two league championships with the club in 1940 and 1943. He made a total of 142 appearances for the club in all competitions before his departure in October 1943.
Estrada ended his playing career in Uruguay playing for Defensor. During the 1944 season he made a club record five penalty saves.[1]