Santa Rosa is a city located in Guadalupe County, New Mexico. Santa Rosa has a 2026 population of 2,824. Santa Rosa is currently growing at a rate of 1.11% annually but its population has decreased by -0.98% since the most recent census, which recorded a population of 2,852 in 2020.