The 19-year-old will play two gigs in the United Arab Emirates city and for his first visit he has asked promoters to find him a house, reported Sun Online.
"He was going to stay in a hotel but is now looking at houses with a view to a longer-term stay. Justin will have to behave, though," a source said.
Last year, Bieber splashed out USD 6.5 million on his first home, a seven-bedroom mansion in the Californian suburb of Calabasas.