Fuenlabrada is a city and municipality of Spain located in the Community of Madrid. As of 2018, it has a population of 193,586, making it the re…Fuenlabrada is a city and municipality of Spain located in the Community of Madrid. As of 2018, it has a population of 193,586, making it the region's fourth most populated municipality. The etymology of Fuenlabrada comes from the contraction of Fuente Labrada, Spanish for "carved fountain".