Estrada played in 1924 and 1925 for the integrated Cuban Stars (East) in the Eastern Colored League but most of his baseball career was in Cuba.

On April 21, 1929, the 25-year-old Estrada came in to pitch the top of the 9th inning in a home game against the Detroit Tigers at Sportsman's Park.

His minor league baseball career continued until 1934, which he split between the Syracuse Chiefs, Greensboro Patriots, and Harrisburg Senators.

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