Not much is known about Su's life or career until his most well known mission beyond the borders of China involving the Xiongnu: a mission which turned out to be drastically more trying and lengthy than expected.
The Prince of Gou and Yu Chang carried out their plot while the chanyu was away on a hunt, but someone alerted the chanyu, who quickly returned and killed the Prince of Gou in battle and captured Yu.