 Born in Spartanburg, South Carolina, Drake began his professional baseball career with the Bradenton Growers of the Florida State League.He spent the 1919 and 1920 seasons with them; he had a batting average of .245 in 1919 and .186 in 1920.The following season, he played for the Jacksonville Scouts of the Florida State League and the Birmingham Barons of the Southern Association.