Aircrafts are usually seen on airports. Earth observation satellites like Airbus' Pleiades twin satellites acquire pictures of airports all over the world on a regular basis. Deep Learning can be used to detect automatically the number, size and type of aircrafts present on the site. In turn, this can provide information about the activity of any airport.