Getting to know Palmdale, CA Airport (PMD-Palmdale Regional) will be easy once you've picked up your rental car. But before you touch down in a new place, it's always a good idea to have some basic info about the area.Palmdale, CA Airport (PMD-Palmdale Regional) is situated 6 miles to the southeast from downtown Lancaster.