Temple City, CA. Sponsored Topics. Temple City is a city in Los Angeles County, California. Temple City is part of a cluster of cities, along with Arcadia, Rosemead, Monterey Park, San Marino, and San Gabriel, in the west San Gabriel Valley with a rapidly growing Asian population.