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Cabrera's professional baseball career began with the Tigres de Aragua, a Venezuelan team in the Venezuelan Professional Baseball League (LVBP). He joined the Tigres in 1999 at the age of 16 and spent four seasons with the team, showcasing his exceptional talent as a shortstop and hitter.