Palmdale is the largest city in the desert area of California. It is a suburb of Los Angeles. It has a population of 147,897 and is the 6th largest city in Los Angeles County. It is one of the fastest growing cities in the United States, currently the 25th fastest. It has a population of 589,043 if you include the suburbs around it.