Based on the integrated data of the China General Social Survey (CGSS) from 2010 to 2017, this study observes that body shape – being overweight or underweight – matters for labor market outcomes. Body shape significantly affects the employment opportunities of Chinese employees, and this effect differs by gender and across the occupational hierarchy. Women face both a slim premium and obesity punishment effects. Slim women, those with normal and lower but not excessively lower weight, are more likely to gain long-term employment contracts in the labor market and face a significantly shorter duration of unemployment, while the opposite is observed for overweight individuals. The relationship between women's body size and employment opportunities also varies with occupational class. The obesity penalty is more pronounced in the higher level occupational class, while the slim premium is more obvious in low level occupations. Occupational segregation further magnifies the impact of body shape on women’s employment. The results suggest that the Chinese labor market is highly demanding regarding women's figures, while it is relatively tolerant of men’s figures.