Cat Creek is an unincorporated community in eastern Petroleum County, Montana, United States. The Cat Creek community is located in Cat Creek Basin, in a "fertile valley land", 6 miles long and 4 miles wide, consisting of 16,000 acres. It lies along local roads east of the town of Winnett, the county seat of Petroleum County.