Fontainebleau, GautengFontainebleau is a suburb of Randburg, South Africa. It is located in Region E of the City of Johannesburg Metropolitan Municipality.HistoryNamed after the famous French palace called Fontainebleau by the surveyor of the suburb called W.H. Auret Pritchard after a visit to France.