You can drive only rent a car here in Doha with UAE or international license.To drive a Qatari private car you must have a Qatari dr license.
Many expats drive locally registered cars here without holding Qatari license, do so because of ignorance and once involved in an accident ,shall be treated as without license and will suffer paying through their nose.
LIVE AND LET LIVE.