Scarce is a surname. Notable people with the surname include:
Kevin Scarce (born 1952), Royal Australian Navy admiral Mac Scarce (born 1949), American baseball player Michael Scarce (21st century), American writer, researcher, and advocate Yhonnie Scarce (born 1973), Australian glass artist