Using land transaction data in China, we investigate whether and how political connections penetrate through headquarter-subsidiary relationships. The results show that even though the headquarters of politically connected listed firms pay comparable land prices as other firms, their subsidiaries pay 12.1-13.2% less. The price discount, driven by corruption, is exacerbated when the land is for commercial or residential use and is disposed of through informationally opaque supply methods. The anti-corruption campaign has successfully mitigated such price distortions. Our findings also show that better legal protection and private sector development are crucial for fair markets.